{"id":7328,"date":"2025-09-30T13:14:04","date_gmt":"2025-09-30T13:14:04","guid":{"rendered":"https:\/\/www.softlabsgroup.com\/blogs\/?p=7328"},"modified":"2026-09-09T11:10:09","modified_gmt":"2026-09-09T11:10:09","slug":"custom-ai-agent-development-companies-in-india","status":"publish","type":"post","link":"https:\/\/www.softlabsgroup.com\/blogs\/custom-ai-agent-development-companies-in-india\/","title":{"rendered":"Custom AI Agent Development Services in India 2026"},"content":{"rendered":"\n<style>#slg-ai-agent-guide {line-height: 1.6 !important;color: #0e1d31 !important;background-color: #f9fafb !important;}\n#slg-ai-agent-guide.container {background: #ffffff !important;padding: 2rem !important;border-radius: 12px !important;box-shadow: 0 4px 12px rgba(0,0,0,0.05) !important;}\n#slg-ai-agent-guide h1, #slg-ai-agent-guide h2, #slg-ai-agent-guide h3 {color: #0e1d31 !important;line-height: 1.3 !important;}\n#slg-ai-agent-guide h1 {font-size: 2.25rem !important;font-weight: 700 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!important;}\n#slg-ai-agent-guide .company-card {border: 1px solid #e2e8f0 !important;border-radius: 12px !important;padding: 1.5rem !important;margin-bottom: 2rem !important;background-color: #ffffff !important;box-shadow: 0 2px 8px rgba(0,0,0,0.05) !important;transition: box-shadow 0.3s ease !important;}\n#slg-ai-agent-guide .company-card:hover {box-shadow: 0 6px 20px rgba(0,0,0,0.1) !important;}\n#slg-ai-agent-guide .company-card ul {list-style: none !important;padding: 0 !important;}\n#slg-ai-agent-guide .company-card ul li {padding-left: 1.5rem !important;position: relative !important;margin-bottom: 0.75rem !important;}\n#slg-ai-agent-guide .company-card ul li::before {content: \"\u2713\" !important;position: absolute !important;left: 0 !important;color: #ee4865 !important;font-weight: bold !important;}\n#slg-ai-agent-guide .cta-section {background-color: #0e1d31 !important;color: #ffffff !important;padding: 2rem !important;border-radius: 12px !important;text-align: center !important;margin: 2.5rem 0 !important;}\n#slg-ai-agent-guide .cta-section p {font-size: 1.25rem !important;font-weight: 500 !important;margin-bottom: 1rem !important;color: #ffffff !important;}\n#slg-ai-agent-guide .cta-button {display: inline-block !important;background-color: #ee4865 !important;color: #ffffff !important;padding: 0.75rem 1.5rem !important;border-radius: 8px !important;font-weight: 600 !important;text-decoration: none !important;transition: background-color 0.3s ease !important;}\n#slg-ai-agent-guide .cta-button:hover {background-color: #d63352 !important;text-decoration: none !important;color: #ffffff !important;}\n#slg-ai-agent-guide .bold-italic {font-weight: bold !important;font-style: italic !important;}\n#slg-ai-agent-guide * {box-sizing: border-box !important;}\n#slg-ai-agent-guide [id] {scroll-margin-top: 100px !important;}\n#slg-ai-agent-guide a.external-source {text-decoration: underline !important;text-decoration-thickness: 1px 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!important;}\n#slg-ai-agent-guide .slg-table th, #slg-ai-agent-guide .slg-table td {padding: .8rem !important;border: 1px solid #e2e8f0 !important;text-align: left !important;vertical-align: top !important;overflow-wrap: anywhere !important;}\n#slg-ai-agent-guide .slg-table th {background: #f9fafb !important;color: #0e1d31 !important;}\n#slg-ai-agent-guide .slg-comparison th:first-child {width: 22% !important;}\n#slg-ai-agent-guide .slg-comparison th:nth-child(2) {width: 45% !important;}\n#slg-ai-agent-guide .slg-services th:first-child {width: 30% !important;}\n#slg-ai-agent-guide .slg-proof {background: #f9fafb !important;border-left: 3px solid #ee4865 !important;padding: 1.25rem 1.5rem !important;margin: 1.5rem 0 !important;}\n#slg-ai-agent-guide .slg-proof p:last-child {margin-bottom: 0 !important;}\n#slg-ai-agent-guide .slg-facts li {overflow-wrap: anywhere !important;}\n#slg-ai-agent-guide .slg-faq {border: 1px solid #e2e8f0 !important;border-radius: 12px !important;margin: 1rem 0 !important;padding: 0 1.5rem !important;}\n#slg-ai-agent-guide .slg-faq summary {cursor: pointer !important;padding: 1rem 0 !important;color: #ee4865 !important;font-size: 1.35rem !important;font-weight: 600 !important;line-height: 1.3 !important;}\n#slg-ai-agent-guide .slg-faq[open] summary {margin-bottom: .5rem !important;}\n#slg-ai-agent-guide .slg-answer {padding-bottom: .25rem !important;}\n@media  (max-width: 640px) {#slg-ai-agent-guide .slg-table, #slg-ai-agent-guide .slg-table tbody, #slg-ai-agent-guide .slg-table tr, #slg-ai-agent-guide .slg-table td {display: block !important;width: 100% !important;}\n#slg-ai-agent-guide .slg-table thead {position: absolute !important;width: 1px !important;height: 1px !important;clip-path: inset(50%) !important;overflow: hidden !important;}\n#slg-ai-agent-guide .slg-table tr {border: 1px solid #e2e8f0 !important;border-radius: 12px !important;padding: .25rem .8rem !important;margin-bottom: 1rem !important;}\n#slg-ai-agent-guide .slg-table td {border: 0 !important;padding: .65rem 0 !important;}\n#slg-ai-agent-guide .slg-table td + td {border-top: 1px solid #e2e8f0 !important;}\n#slg-ai-agent-guide .slg-table td::before {content: attr(data-label) !important;display: block !important;font-weight: 600 !important;color: #0e1d31 !important;margin-bottom: .25rem !important;}}\n@media  (prefers-reduced-motion: reduce) {#slg-ai-agent-guide .company-card, #slg-ai-agent-guide .cta-button {transition: none !important;}}<\/style>\n<style>#slg-ai-agent-guide .slg-quick {background: transparent !important;border: 0 !important;padding: 0 !important;}\n#slg-ai-agent-guide .slg-toc {display: block !important;padding: 1.1rem !important;background: #f6f8fa !important;border: 1px solid #e2e8f0 !important;border-radius: 12px !important;margin: 1.5rem 0 2rem !important;}\n#slg-ai-agent-guide .toc-heading {display: flex !important;align-items: center !important;gap: .6rem !important;margin-bottom: .85rem !important;color: #0e1d31 !important;font-weight: 600 !important;}\n#slg-ai-agent-guide .toc-links {display: flex !important;flex-wrap: wrap !important;gap: .55rem !important;}\n#slg-ai-agent-guide .toc-links a {display: inline-flex !important;flex: 1 1 calc(25% - .55rem) !important;justify-content: center !important;gap: .55rem !important;align-items: center !important;padding: .55rem .8rem !important;border: 1px solid #dce3eb !important;border-radius: 8px !important;background: #fff !important;color: #0e1d31 !important;font-size: .88rem !important;line-height: 1.3 !important;transition: border-color .15s, background-color .15s !important;}\n#slg-ai-agent-guide .toc-links a:hover {background: #fff4f6 !important;border-color: #ee4865 !important;}\n#slg-ai-agent-guide .slg-icon {display: inline-block !important;flex: 0 0 auto !important;width: 20px !important;height: 20px !important;color: currentColor !important;vertical-align: middle !important;}\n#slg-ai-agent-guide .company-heading {display: flex !important;gap: .85rem !important;align-items: center !important;padding-bottom: 1rem !important;margin-bottom: 1.25rem !important;border-bottom: 1px solid #e2e8f0 !important;}\n#slg-ai-agent-guide .company-heading h3 {font-size: 1.75rem !important;line-height: 1.2 !important;font-weight: 700 !important;margin: 0 !important;}\n#slg-ai-agent-guide .company-symbol {display: flex !important;align-items: center !important;justify-content: center !important;flex: 0 0 46px !important;width: 46px !important;height: 46px !important;background: #fff0f3 !important;border-radius: 12px !important;color: #c52c4a !important;}\n#slg-ai-agent-guide .company-symbol .slg-icon {width: 26px !important;height: 26px !important;}\n#slg-ai-agent-guide .company-card .slg-facts {display: grid !important;grid-template-columns: repeat(2,minmax(0,1fr)) !important;gap: 1rem 1.5rem !important;margin: 1.5rem 0 !important;padding: 1.25rem !important;background: #f8fafc !important;border-radius: 12px !important;}\n#slg-ai-agent-guide .company-card .slg-facts li {padding: 0 !important;margin: 0 !important;display: flex !important;gap: .65rem !important;min-width: 0 !important;align-items: flex-start !important;}\n#slg-ai-agent-guide .company-card .slg-facts li::before {content: none !important;}\n#slg-ai-agent-guide .company-card .slg-facts li:nth-child(n\/**\/+7) {grid-column: 1 \/ -1 !important;}\n#slg-ai-agent-guide .company-card .slg-facts li:nth-child(8) {padding-top: 1rem !important;border-top: 1px solid #dde4ec !important;}\n#slg-ai-agent-guide .field-icon {flex: 0 0 20px !important;padding-top: 2px !important;color: #68778a !important;}\n#slg-ai-agent-guide .field-copy {min-width: 0 !important;}\n#slg-ai-agent-guide .field-copy > strong {display: block !important;font-size: .88rem !important;margin-bottom: .2rem !important;}\n#slg-ai-agent-guide .slg-proof {border-left-width: 3px !important;}\n#slg-ai-agent-guide .adam-showcase {width: 100% !important;max-width: 820px !important;box-sizing: border-box !important;margin: 1.25rem 0 !important;padding: 1.25rem !important;border: 1px solid #dce3eb !important;border-top: 4px solid #ee4865 !important;border-radius: 12px !important;background: #fff !important;box-shadow: 0 6px 24px rgba(14,29,49,.06) !important;}\n#slg-ai-agent-guide .adam-owner {display: block !important;color: #b92342 !important;font-size: .86rem !important;font-weight: 600 !important;margin-bottom: .55rem !important;}\n#slg-ai-agent-guide .adam-showcase h4 {font-size: 1.55rem !important;line-height: 1.3 !important;font-weight: 650 !important;color: #0e1d31 !important;margin: 0 0 .8rem !important;}\n#slg-ai-agent-guide .adam-showcase > p {margin-bottom: 1.1rem !important;}\n#slg-ai-agent-guide .adam-body {display: block !important;margin: 1rem 0 !important;}\n#slg-ai-agent-guide .adam-points {display: grid !important;grid-template-columns: 1fr !important;gap: .85rem !important;margin: 1rem 0 0 !important;}\n#slg-ai-agent-guide .adam-point {display: flex !important;align-items: flex-start !important;gap: .7rem !important;}\n#slg-ai-agent-guide .adam-point > .slg-icon {color: #b92342 !important;margin-top: .15rem !important;}\n#slg-ai-agent-guide .adam-point p {font-size: .93rem !important;margin: .3rem 0 0 !important;}\n#slg-ai-agent-guide .adam-gallery {border: 0 !important;padding: 0 !important;margin: 0 !important;min-width: 0 !important;width: 100% !important;box-sizing: border-box !important;display: grid !important;grid-template-columns: repeat(3,minmax(0,1fr)) !important;gap: 0 !important;}\n#slg-ai-agent-guide .adam-radio, #slg-ai-agent-guide .visually-hidden {position: absolute !important;width: 1px !important;height: 1px !important;overflow: hidden !important;clip-path: inset(50%) !important;white-space: nowrap !important;}\n#slg-ai-agent-guide .adam-tab {display: flex !important;justify-content: center !important;align-items: center !important;gap: .35rem !important;cursor: pointer !important;padding: .55rem .35rem !important;color: #526175 !important;background: #f4f7fa !important;border: 1px solid #e2e8f0 !important;border-bottom: 3px solid transparent !important;font-size: .78rem !important;font-weight: 600 !important;line-height: 1.3 !important;}\n#slg-ai-agent-guide .adam-tab:first-of-type {border-top-left-radius: 8px !important;}\n#slg-ai-agent-guide .adam-tab:last-of-type {border-top-right-radius: 8px !important;}\n#slg-ai-agent-guide .adam-radio:checked + .adam-tab {background: #fff1f4 !important;border-bottom-color: #ee4865 !important;color: #a7213d !important;}\n#slg-ai-agent-guide .adam-radio:focus-visible + .adam-tab {outline: 3px solid #0e1d31 !important;outline-offset: -3px !important;}\n#slg-ai-agent-guide .adam-panel {display: none !important;grid-column: 1 \/ -1 !important;grid-row: 2 !important;min-width: 0 !important;}\n#slg-ai-agent-guide #adam-tab-reference:checked ~ .adam-panel-reference,\n#slg-ai-agent-guide #adam-tab-screen:checked ~ .adam-panel-screen,\n#slg-ai-agent-guide #adam-tab-applications:checked ~ .adam-panel-applications {display: block !important;}\n#slg-ai-agent-guide .adam-photo {margin: 0 !important;}\n#slg-ai-agent-guide .adam-photo > a {display: block !important;background: #0e1d31 !important;cursor: zoom-in !important;}\n#slg-ai-agent-guide .adam-photo img {display: block !important;width: 100% !important;height: auto !important;object-fit: contain !important;}\n#slg-ai-agent-guide .adam-photo figcaption {display: flex !important;gap: 1rem !important;justify-content: space-between !important;align-items: center !important;padding: .8rem 0 .25rem !important;color: #526175 !important;font-size: .88rem !important;line-height: 1.5 !important;}\n#slg-ai-agent-guide .adam-zoom-hint {display: flex !important;align-items: center !important;gap: .35rem !important;white-space: nowrap !important;font-size: .8rem !important;}\n#slg-ai-agent-guide .adam-showcase .adam-role {margin: 0 !important;padding-top: .9rem !important;border-top: 1px solid #e2e8f0 !important;color: #526175 !important;font-size: .9rem !important;}\n#slg-ai-agent-guide .slg-provider-cta {display: flex !important;width: fit-content !important;max-width: 100% !important;box-sizing: border-box !important;flex-wrap: wrap !important;align-items: center !important;justify-content: flex-start !important;gap: 1.25rem !important;margin: 1.25rem 0 2rem !important;padding: 1rem 1.25rem !important;background: #f6f8fa !important;border: 1px solid #dce3eb !important;border-radius: 12px !important;}\n#slg-ai-agent-guide .slg-provider-cta p {margin: 0 !important;}\n#slg-ai-agent-guide .slg-provider-cta strong {display: block !important;color: #0e1d31 !important;font-size: 1.1rem !important;}\n#slg-ai-agent-guide .slg-provider-cta p span {display: block !important;margin-top: .25rem !important;color: #526175 !important;}\n#slg-ai-agent-guide .slg-provider-cta .cta-button {background: #0e1d31 !important;color: #fff !important;white-space: nowrap !important;text-align: center !important;}\n#slg-ai-agent-guide .slg-provider-cta .cta-button:hover {background: #243951 !important;}\n#slg-ai-agent-guide .slg-provider-cta .cta-button:focus-visible {outline: 3px solid #0e1d31 !important;outline-offset: 3px !important;}\n@media  (max-width: 640px) {#slg-ai-agent-guide .slg-provider-cta {gap: .85rem !important;padding: 1rem !important;}\n#slg-ai-agent-guide .slg-table caption {display: block !important;width: 100% !important;}\n#slg-ai-agent-guide.container {padding: 1.1rem !important;}\n#slg-ai-agent-guide .company-card {padding: 1rem !important;}\n#slg-ai-agent-guide .company-heading h3 {font-size: 1.5rem !important;}\n#slg-ai-agent-guide .company-symbol {flex-basis: 38px !important;width: 38px !important;height: 38px !important;}\n#slg-ai-agent-guide .company-heading {gap: .65rem !important;}\n#slg-ai-agent-guide .company-card .slg-facts {grid-template-columns: 1fr !important;gap: .85rem !important;padding: 1rem !important;}\n#slg-ai-agent-guide .company-card .slg-facts li {grid-column: 1 !important;}\n#slg-ai-agent-guide .adam-showcase {padding: 1rem !important;}\n#slg-ai-agent-guide .adam-showcase h4 {font-size: 1.35rem !important;}\n#slg-ai-agent-guide .adam-points {grid-template-columns: 1fr !important;gap: .9rem !important;}\n#slg-ai-agent-guide .adam-tab {flex-direction: column !important;text-align: center !important;gap: .35rem !important;font-size: .78rem !important;padding: .6rem .2rem !important;}\n#slg-ai-agent-guide .adam-photo figcaption {align-items: flex-start !important;flex-direction: column !important;gap: .4rem !important;}\n#slg-ai-agent-guide .toc-links {gap: .45rem !important;}\n#slg-ai-agent-guide .toc-links a {flex-basis: calc(50% - .45rem) !important;font-size: .82rem !important;padding: .5rem .6rem !important;}}\n@media  (prefers-reduced-motion: reduce) {#slg-ai-agent-guide .toc-links a {transition: none !important;}}\n#slg-ai-agent-guide h2 {font-size: 2.2rem !important;font-weight: 800 !important;line-height: 1.2 !important;letter-spacing: -.015em !important;-webkit-text-stroke: .2px currentColor !important;margin-top: 3rem !important;}\n#slg-ai-agent-guide h3 {font-size: 1.5rem !important;font-weight: 800 !important;-webkit-text-stroke: .15px currentColor !important;}\n#slg-ai-agent-guide .company-heading h3 {font-size: 1.875rem !important;font-weight: 800 !important;}\n#slg-ai-agent-guide .adam-showcase h4 {font-size: 1.65rem !important;font-weight: 800 !important;-webkit-text-stroke: .15px currentColor !important;}\n#slg-ai-agent-guide .cta-section {width: fit-content !important;max-width: 720px !important;box-sizing: border-box !important;padding: 1.5rem !important;margin: 2rem 0 !important;}\n#slg-ai-agent-guide .slg-faq {width: 100% !important;max-width: 780px !important;box-sizing: border-box !important;padding: 0 1.1rem !important;}\n#slg-ai-agent-guide .slg-faq summary {font-size: 1.15rem !important;font-weight: 600 !important;line-height: 1.45 !important;}\n@media  (max-width: 640px) {#slg-ai-agent-guide h2 {font-size: 1.9rem !important;margin-top: 2.5rem !important;}\n#slg-ai-agent-guide h3 {font-size: 1.4rem !important;}\n#slg-ai-agent-guide .company-heading h3 {font-size: 1.65rem !important;}\n#slg-ai-agent-guide .adam-showcase h4 {font-size: 1.45rem !important;}\n#slg-ai-agent-guide .cta-section {max-width: 100% !important;padding: 1.25rem !important;}\n#slg-ai-agent-guide .slg-faq summary {font-size: 1.1rem !important;}}<\/style>\n<div class=\"container aiAgentDev slg-agent-guide\" id=\"slg-ai-agent-guide\" style=\"line-height:1.6; color:#0e1d31; background-color:#f9fafb; background:#fff; padding:2rem; border-radius:12px; box-shadow:0 4px 12px rgba(0, 0, 0, 0.05)\">\n<aside aria-label=\"Quick answer\" class=\"slg-quick\" style=\"box-sizing:border-box; background:transparent; border-left:3px solid #ee4865; padding:0; margin:0 0 1.5rem; border:0\">\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0; color:#334155\">AI agent development services in India can include a custom application, connections to business systems, testing, deployment and support. Compare Softlabs Group, Maruti Techlabs, Appinventiv, Signity Solutions, MindInventory and Kellton by the task you need completed and the work each can demonstrate. Ask what the agent can read, what it can change and when a person must approve its actions.<\/p>\n<\/aside>\n<p class=\"slg-self-check\" style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Before shortlisting, write down the task, systems involved, budget limit and any sensitive-data restrictions. Decide whether you need a team to own delivery or developers to work under your technical lead.<\/p>\n<nav aria-label=\"Article contents\" class=\"slg-toc\" style=\"box-sizing:border-box; display:block; flex-wrap:wrap; align-items:baseline; gap:0.65rem 1rem; padding-bottom:1rem; border-bottom:1px solid #e2e8f0; padding:1.1rem; background:#f6f8fa; border:1px solid #e2e8f0; border-radius:12px; margin:1.5rem 0 2rem\"><div class=\"toc-heading\" style=\"box-sizing:border-box; display:flex; align-items:center; gap:0.6rem; margin-bottom:0.85rem; color:#0e1d31; font-weight:600\">\n<svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M13 5h8\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M13 9h5\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M13 15h8\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M13 19h5\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3 5a1 1 0 0 1 1 -1h4a1 1 0 0 1 1 1v4a1 1 0 0 1 -1 1h-4a1 1 0 0 1 -1 -1l0 -4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3 15a1 1 0 0 1 1 -1h4a1 1 0 0 1 1 1v4a1 1 0 0 1 -1 1h-4a1 1 0 0 1 -1 -1l0 -4\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><span style=\"box-sizing:border-box\">On this page<\/span>\n<\/div>\n<div class=\"toc-links\" style=\"box-sizing:border-box; display:flex; flex-wrap:wrap; gap:0.55rem\">\n<a href=\"#ai-agent-development-companies-in-india-quick-comparison\" style=\"box-sizing:border-box; color:#0e1d31; text-decoration:none; font-weight:500; display:inline-flex; flex:1 1 calc(25% - 0.55rem); justify-content:center; gap:0.55rem; align-items:center; padding:0.55rem 0.8rem; border:1px solid #dce3eb; border-radius:8px; background:#fff; font-size:0.88rem; line-height:1.3; transition:border-color 0.15s, background-color 0.15s\">Company comparison<\/a><a href=\"#compare-providers-by-project-fit\" style=\"box-sizing:border-box; color:#0e1d31; text-decoration:none; font-weight:500; display:inline-flex; flex:1 1 calc(25% - 0.55rem); justify-content:center; gap:0.55rem; align-items:center; padding:0.55rem 0.8rem; border:1px solid #dce3eb; border-radius:8px; background:#fff; font-size:0.88rem; line-height:1.3; transition:border-color 0.15s, background-color 0.15s\">Project examples<\/a><a href=\"#state-of-ai-agents-2026\" style=\"box-sizing:border-box; color:#0e1d31; text-decoration:none; font-weight:500; display:inline-flex; flex:1 1 calc(25% - 0.55rem); justify-content:center; gap:0.55rem; align-items:center; padding:0.55rem 0.8rem; border:1px solid #dce3eb; border-radius:8px; background:#fff; font-size:0.88rem; line-height:1.3; transition:border-color 0.15s, background-color 0.15s\">Agent updates: 2026<\/a><a href=\"#which-ai-agent-development-services-should-you-compare\" style=\"box-sizing:border-box; color:#0e1d31; text-decoration:none; font-weight:500; display:inline-flex; flex:1 1 calc(25% - 0.55rem); justify-content:center; gap:0.55rem; align-items:center; padding:0.55rem 0.8rem; border:1px solid #dce3eb; border-radius:8px; background:#fff; font-size:0.88rem; line-height:1.3; transition:border-color 0.15s, background-color 0.15s\">Service scope<\/a><a href=\"#what-affects-ai-agent-development-cost-in-india\" style=\"box-sizing:border-box; color:#0e1d31; text-decoration:none; font-weight:500; display:inline-flex; flex:1 1 calc(25% - 0.55rem); justify-content:center; gap:0.55rem; align-items:center; padding:0.55rem 0.8rem; border:1px solid #dce3eb; border-radius:8px; background:#fff; font-size:0.88rem; line-height:1.3; transition:border-color 0.15s, background-color 0.15s\">Costs<\/a><a href=\"#how-long-does-ai-agent-development-take\" style=\"box-sizing:border-box; color:#0e1d31; text-decoration:none; font-weight:500; display:inline-flex; flex:1 1 calc(25% - 0.55rem); justify-content:center; gap:0.55rem; align-items:center; padding:0.55rem 0.8rem; border:1px solid #dce3eb; border-radius:8px; background:#fff; font-size:0.88rem; line-height:1.3; transition:border-color 0.15s, background-color 0.15s\">Timing<\/a><a href=\"#how-to-choose-an-ai-agent-development-company\" style=\"box-sizing:border-box; color:#0e1d31; text-decoration:none; font-weight:500; display:inline-flex; flex:1 1 calc(25% - 0.55rem); justify-content:center; gap:0.55rem; align-items:center; padding:0.55rem 0.8rem; border:1px solid #dce3eb; border-radius:8px; background:#fff; font-size:0.88rem; line-height:1.3; transition:border-color 0.15s, background-color 0.15s\">Testing and ownership<\/a><a href=\"#frequently-asked-questions\" style=\"box-sizing:border-box; color:#0e1d31; text-decoration:none; font-weight:500; display:inline-flex; flex:1 1 calc(25% - 0.55rem); justify-content:center; gap:0.55rem; align-items:center; padding:0.55rem 0.8rem; border:1px solid #dce3eb; border-radius:8px; background:#fff; font-size:0.88rem; line-height:1.3; transition:border-color 0.15s, background-color 0.15s\">FAQs<\/a>\n<\/div><\/nav>\n<h2 id=\"ai-agent-development-companies-in-india-quick-comparison\" style=\"box-sizing:border-box; scroll-margin-top:100px; color:#0e1d31; line-height:1.2; font-size:2.2rem; font-weight:800; margin-top:3rem; margin-bottom:1rem; letter-spacing:-0.015em; -webkit-text-stroke:0.2px currentColor\">AI Agent Development Companies in India: Quick Comparison<\/h2>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Use these six entries to compare project fit and delivery models. Read the project details before assuming a provider has built the exact system you need.<\/p>\n<table class=\"slg-table slg-comparison\" role=\"table\" style=\"box-sizing:border-box; width:100%; border-collapse:collapse; table-layout:fixed; font:inherit; margin:1rem 0 1.5rem\">\n<caption style=\"box-sizing:border-box; text-align:left; font-weight:600; color:#0e1d31; padding-bottom:0.75rem\">Company comparison<\/caption>\n<thead style=\"box-sizing:border-box\">\n<tr role=\"row\" style=\"box-sizing:border-box\">\n<th role=\"columnheader\" scope=\"col\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere; background:#f9fafb; color:#0e1d31; width:22%\" valign=\"top\">Company<\/th>\n<th role=\"columnheader\" scope=\"col\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere; background:#f9fafb; color:#0e1d31\" valign=\"top\">Project or service area to discuss<\/th>\n<th role=\"columnheader\" scope=\"col\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere; background:#f9fafb; color:#0e1d31\" valign=\"top\">Delivery model to clarify<\/th>\n<\/tr>\n<\/thead>\n<tbody style=\"box-sizing:border-box\">\n<tr role=\"row\" style=\"box-sizing:border-box\">\n<td data-label=\"Company\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\"><a href=\"#softlabs-group\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\">Softlabs Group<\/a><\/td>\n<td data-label=\"Project or service area to discuss\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">\n<a class=\"external-source\" href=\"https:\/\/www.softlabsgroup.com\/ai-agent-development-company\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">Task-specific business workflows<\/a> and connections to existing systems.<\/td>\n<td data-label=\"Delivery model to clarify\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">Custom build<\/td>\n<\/tr>\n<tr role=\"row\" style=\"box-sizing:border-box\">\n<td data-label=\"Company\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\"><a href=\"#2-maruti-techlabs\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\">Maruti Techlabs<\/a><\/td>\n<td data-label=\"Project or service area to discuss\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">\n<a class=\"external-source\" href=\"https:\/\/marutitech.com\/case-study\/transforming-law-firm-workflows-using-agentic-ai\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">Legal-document research<\/a>, drafting and due diligence.<\/td>\n<td data-label=\"Delivery model to clarify\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">Custom build<\/td>\n<\/tr>\n<tr role=\"row\" style=\"box-sizing:border-box\">\n<td data-label=\"Company\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\"><a href=\"#3-appinventiv\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\">Appinventiv<\/a><\/td>\n<td data-label=\"Project or service area to discuss\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">\n<a class=\"external-source\" href=\"https:\/\/appinventiv.com\/portfolio\/myexec-ai-business-consultant\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">Business-information assistants<\/a> and <a class=\"external-source\" href=\"https:\/\/appinventiv.com\/portfolio\/tootle-ai-powered-intelligent-agent\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">travel applications<\/a> using multiple data sources.<\/td>\n<td data-label=\"Delivery model to clarify\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">Custom build<\/td>\n<\/tr>\n<tr role=\"row\" style=\"box-sizing:border-box\">\n<td data-label=\"Company\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\"><a href=\"#4-signity-solutions\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\">Signity Solutions<\/a><\/td>\n<td data-label=\"Project or service area to discuss\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">\n<a class=\"external-source\" href=\"https:\/\/www.signitysolutions.com\/case-studies\/agentic-ai-ecommerce\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">Retail inventory<\/a>, pricing and customer workflows.<\/td>\n<td data-label=\"Delivery model to clarify\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">Development and Commbizz AI platform terms<\/td>\n<\/tr>\n<tr role=\"row\" style=\"box-sizing:border-box\">\n<td data-label=\"Company\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\"><a href=\"#5-mindinventory\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\">MindInventory<\/a><\/td>\n<td data-label=\"Project or service area to discuss\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">\n<a class=\"external-source\" href=\"https:\/\/www.mindinventory.com\/portfolio\/ai-powered-copilot-for-doctors\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">Healthcare intake<\/a>, documentation and care-team workflows.<\/td>\n<td data-label=\"Delivery model to clarify\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">Dedicated team or platform build<\/td>\n<\/tr>\n<tr role=\"row\" style=\"box-sizing:border-box\">\n<td data-label=\"Company\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\"><a href=\"#6-kellton\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\">Kellton<\/a><\/td>\n<td data-label=\"Project or service area to discuss\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">\n<a class=\"external-source\" href=\"https:\/\/www.kellton.com\/kellton-success-stories\/agentic-ai-customer-verification-telecom-security\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">Enterprise customer verification<\/a> and risk workflows.<\/td>\n<td data-label=\"Delivery model to clarify\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">Engineering scope and KAI platform terms<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2 id=\"compare-providers-by-project-fit\" style=\"box-sizing:border-box; scroll-margin-top:100px; color:#0e1d31; line-height:1.2; font-size:2.2rem; font-weight:800; margin-top:3rem; margin-bottom:1rem; letter-spacing:-0.015em; -webkit-text-stroke:0.2px currentColor\">Compare AI agent development services providers in India by project fit<\/h2>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">When comparing AI agent development companies in India, look for examples that show what the system does, which information it uses and where its responsibility ends. The examples below are provider accounts; they are not independent tests of the systems or their results.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Company sizes below are LinkedIn company-wide ranges, not the number of agent developers assigned to you. The Clutch rates are general profile rates, not scoped AI-agent prices. Advertised sectors and technology options are separate from the project evidence shown in each profile.<\/p>\n<article aria-labelledby=\"softlabs-group\" class=\"company-card\" style=\"box-sizing:border-box; border:1px solid #e2e8f0; border-radius:12px; padding:1.5rem; margin-bottom:2rem; background-color:#fff; box-shadow:0 2px 8px rgba(0, 0, 0, 0.05); transition:box-shadow 0.3s ease\"><div class=\"company-heading\" style=\"box-sizing:border-box; display:flex; gap:0.85rem; align-items:center; padding-bottom:1rem; margin-bottom:1.25rem; border-bottom:1px solid #e2e8f0\">\n<span class=\"company-symbol\" style=\"box-sizing:border-box; display:flex; align-items:center; justify-content:center; flex:0 0 46px; width:46px; height:46px; background:#fff0f3; border-radius:12px; color:#c52c4a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:26px; height:26px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M6 9a6 6 0 1 0 12 0a6 6 0 0 0 -12 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 3c1.333 .333 2 2.333 2 6s-.667 5.667 -2 6\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 3c-1.333 .333 -2 2.333 -2 6s.667 5.667 2 6\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M6 9h12\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3 20h7\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 20h7\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M10 20a2 2 0 1 0 4 0a2 2 0 0 0 -4 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 15v3\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><h3 id=\"softlabs-group\" style=\"box-sizing:border-box; scroll-margin-top:100px; color:#ee4865; line-height:1.2; font-size:1.875rem; font-weight:800; margin-bottom:1rem; -webkit-text-stroke:0.15px currentColor; margin:0\">1. Softlabs Group<\/h3>\n<\/div>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Founded in <a class=\"external-source\" href=\"https:\/\/www.linkedin.com\/company\/softlabs-group\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">2003<\/a>, Softlabs Group is based in Mumbai. Softlabs Group offers development of <a class=\"external-source\" href=\"https:\/\/www.softlabsgroup.com\/ai-agent-development-company\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">task-specific AI agents<\/a> for business workflows, with integration and human-oversight options described in its service offering. Softlabs publishes this guide and is included as a service provider; its first position is not an independent number-one ranking.<\/p>\n<section aria-labelledby=\"adam-title\" class=\"adam-showcase\" style=\"box-sizing:border-box; width:100%; max-width:820px; margin:1.25rem 0; padding:1.25rem; border:1px solid #dce3eb; border-top:4px solid #ee4865; border-radius:12px; background:#fff; box-shadow:0 6px 24px rgba(14, 29, 49, 0.06)\">\n<span class=\"adam-owner\" style=\"box-sizing:border-box; display:block; color:#b92342; font-size:0.86rem; font-weight:600; margin-bottom:0.55rem\">Built by Softlabs Group<\/span>\n<h4 id=\"adam-title\" style=\"box-sizing:border-box; scroll-margin-top:100px; font-size:1.65rem; line-height:1.3; font-weight:800; color:#0e1d31; margin:0 0 0.8rem; -webkit-text-stroke:0.15px currentColor\">ADAM: project context for agentic development<\/h4>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1.1rem; color:#334155\">We built ADAM to connect screens, workflows, API contracts, data and engineering decisions. It helps engineers prepare focused project context for coding agents, instead of starting from an isolated prompt.<\/p>\n<div class=\"adam-body\" style=\"box-sizing:border-box; display:block; margin:1rem 0\">\n<fieldset class=\"adam-gallery\" id=\"adam-gallery\" style=\"box-sizing:border-box; scroll-margin-top:100px; border:0; padding:0; margin:0; min-width:0; width:100%; display:grid; grid-template-columns:repeat(3, minmax(0, 1fr)); gap:0\" tabindex=\"-1\">\n<legend class=\"visually-hidden\" style=\"box-sizing:border-box; position:absolute; width:1px; height:1px; overflow:hidden; clip-path:inset(50%); white-space:nowrap\">Choose an ADAM screenshot<\/legend>\n<input aria-controls=\"adam-panel-reference\" checked=\"\" class=\"adam-radio\" id=\"adam-tab-reference\" name=\"adam-views\" style=\"box-sizing:border-box; scroll-margin-top:100px; position:absolute; width:1px; height:1px; overflow:hidden; clip-path:inset(50%); white-space:nowrap\" type=\"radio\"\/><label class=\"adam-tab\" for=\"adam-tab-reference\" style=\"box-sizing:border-box; display:flex; justify-content:center; align-items:center; gap:0.35rem; cursor:pointer; padding:0.55rem 0.35rem; color:#526175; background:#f4f7fa; border:1px solid #e2e8f0; border-bottom:3px solid transparent; font-size:0.78rem; font-weight:600; line-height:1.3\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M6 9a6 6 0 1 0 12 0a6 6 0 0 0 -12 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 3c1.333 .333 2 2.333 2 6s-.667 5.667 -2 6\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 3c-1.333 .333 -2 2.333 -2 6s.667 5.667 2 6\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M6 9h12\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3 20h7\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 20h7\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M10 20a2 2 0 1 0 4 0a2 2 0 0 0 -4 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 15v3\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><span style=\"box-sizing:border-box\">Project map<\/span><\/label><input aria-controls=\"adam-panel-screen\" class=\"adam-radio\" id=\"adam-tab-screen\" name=\"adam-views\" style=\"box-sizing:border-box; scroll-margin-top:100px; position:absolute; width:1px; height:1px; overflow:hidden; clip-path:inset(50%); white-space:nowrap\" type=\"radio\"\/><label class=\"adam-tab\" for=\"adam-tab-screen\" style=\"box-sizing:border-box; display:flex; justify-content:center; align-items:center; gap:0.35rem; cursor:pointer; padding:0.55rem 0.35rem; color:#526175; background:#f4f7fa; border:1px solid #e2e8f0; border-bottom:3px solid transparent; font-size:0.78rem; font-weight:600; line-height:1.3\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M14 3v4a1 1 0 0 0 1 1h4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M17 21h-10a2 2 0 0 1 -2 -2v-14a2 2 0 0 1 2 -2h7l5 5v11a2 2 0 0 1 -2 2\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M10 13l-1 2l1 2\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 13l1 2l-1 2\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><span style=\"box-sizing:border-box\">Screen context<\/span><\/label><input aria-controls=\"adam-panel-applications\" class=\"adam-radio\" id=\"adam-tab-applications\" name=\"adam-views\" style=\"box-sizing:border-box; scroll-margin-top:100px; position:absolute; width:1px; height:1px; overflow:hidden; clip-path:inset(50%); white-space:nowrap\" type=\"radio\"\/><label class=\"adam-tab\" for=\"adam-tab-applications\" style=\"box-sizing:border-box; display:flex; justify-content:center; align-items:center; gap:0.35rem; cursor:pointer; padding:0.55rem 0.35rem; color:#526175; background:#f4f7fa; border:1px solid #e2e8f0; border-bottom:3px solid transparent; font-size:0.78rem; font-weight:600; line-height:1.3\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M4 5a1 1 0 0 1 1 -1h4a1 1 0 0 1 1 1v4a1 1 0 0 1 -1 1h-4a1 1 0 0 1 -1 -1l0 -4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M4 15a1 1 0 0 1 1 -1h4a1 1 0 0 1 1 1v4a1 1 0 0 1 -1 1h-4a1 1 0 0 1 -1 -1l0 -4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 15a1 1 0 0 1 1 -1h4a1 1 0 0 1 1 1v4a1 1 0 0 1 -1 1h-4a1 1 0 0 1 -1 -1l0 -4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 7l6 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M17 4l0 6\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><span style=\"box-sizing:border-box\">Application links<\/span><\/label><div class=\"adam-panel adam-panel-reference\" id=\"adam-panel-reference\" style=\"box-sizing: border-box; scroll-margin-top: 100px; grid-column: 1\/-1; min-width: 0; display: block; grid-row: auto\"><figure class=\"adam-photo\" id=\"adam-full-reference\" style=\"box-sizing:border-box; scroll-margin-top:100px; margin:0\" tabindex=\"-1\"><a aria-label=\"Open full-size ADAM screenshot in a new tab\" data-elementor-open-lightbox=\"no\" href=\"https:\/\/www.softlabsgroup.com\/blogs\/wp-content\/uploads\/2026\/09\/Project-map.png\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500; display:block; background:#0e1d31; cursor:zoom-in\" target=\"_blank\"><img fetchpriority=\"high\" alt=\"ADAM interface showing a connected project reference graph across six working areas.\" decoding=\"async\" height=\"881\" src=\"https:\/\/www.softlabsgroup.com\/blogs\/wp-content\/uploads\/2026\/09\/Project-map.png\" style=\"box-sizing:border-box; display:block; width:100%; height:auto; object-fit:contain\" width=\"1784\"\/><\/a><figcaption style=\"box-sizing:border-box; display:flex; gap:1rem; justify-content:space-between; align-items:center; padding:0.8rem 0 0.25rem; color:#526175; font-size:0.88rem; line-height:1.5\"><span style=\"box-sizing:border-box\">ADAM connects screens, contracts, data, architecture and decisions in a shared reference graph.<\/span><a class=\"adam-zoom-hint\" data-elementor-open-lightbox=\"no\" href=\"https:\/\/www.softlabsgroup.com\/blogs\/wp-content\/uploads\/2026\/09\/Project-map.png\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500; display:flex; align-items:center; gap:0.35rem; white-space:nowrap; font-size:0.8rem\" target=\"_blank\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 10a7 7 0 1 0 14 0a7 7 0 1 0 -14 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M7 10l6 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M10 7l0 6\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M21 21l-6 -6\" style=\"box-sizing:border-box\"><\/path>\n<\/svg>Open full-size image<\/a><\/figcaption><\/figure><\/div>\n<div class=\"adam-panel adam-panel-screen\" id=\"adam-panel-screen\" style=\"box-sizing: border-box; scroll-margin-top: 100px; grid-column: 1\/-1; min-width: 0; display: block; grid-row: auto\"><figure class=\"adam-photo\" id=\"adam-full-screen\" style=\"box-sizing:border-box; scroll-margin-top:100px; margin:0\" tabindex=\"-1\"><a aria-label=\"Open full-size ADAM screenshot in a new tab\" data-elementor-open-lightbox=\"no\" href=\"https:\/\/www.softlabsgroup.com\/blogs\/wp-content\/uploads\/2026\/09\/Screen-context.png\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500; display:block; background:#0e1d31; cursor:zoom-in\" target=\"_blank\"><img alt=\"ADAM screen-definition view with an interface preview and linked implementation context.\" decoding=\"async\" height=\"885\" src=\"https:\/\/www.softlabsgroup.com\/blogs\/wp-content\/uploads\/2026\/09\/Screen-context.png\" style=\"box-sizing:border-box; display:block; width:100%; height:auto; object-fit:contain\" width=\"1778\"\/><\/a><figcaption style=\"box-sizing:border-box; display:flex; gap:1rem; justify-content:space-between; align-items:center; padding:0.8rem 0 0.25rem; color:#526175; font-size:0.88rem; line-height:1.5\"><span style=\"box-sizing:border-box\">A screen preview sits beside its recorded project context and implementation references.<\/span><a class=\"adam-zoom-hint\" data-elementor-open-lightbox=\"no\" href=\"https:\/\/www.softlabsgroup.com\/blogs\/wp-content\/uploads\/2026\/09\/Screen-context.png\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500; display:flex; align-items:center; gap:0.35rem; white-space:nowrap; font-size:0.8rem\" target=\"_blank\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 10a7 7 0 1 0 14 0a7 7 0 1 0 -14 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M7 10l6 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M10 7l0 6\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M21 21l-6 -6\" style=\"box-sizing:border-box\"><\/path>\n<\/svg>Open full-size image<\/a><\/figcaption><\/figure><\/div>\n<div class=\"adam-panel adam-panel-applications\" id=\"adam-panel-applications\" style=\"box-sizing: border-box; scroll-margin-top: 100px; grid-column: 1\/-1; min-width: 0; display: block; grid-row: auto\"><figure class=\"adam-photo\" id=\"adam-full-applications\" style=\"box-sizing:border-box; scroll-margin-top:100px; margin:0\" tabindex=\"-1\"><a aria-label=\"Open full-size ADAM screenshot in a new tab\" data-elementor-open-lightbox=\"no\" href=\"https:\/\/www.softlabsgroup.com\/blogs\/wp-content\/uploads\/2026\/09\/Application-links.png\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500; display:block; background:#0e1d31; cursor:zoom-in\" target=\"_blank\"><img alt=\"ADAM application map showing apps, screens and recorded connections across a platform.\" decoding=\"async\" height=\"884\" src=\"https:\/\/www.softlabsgroup.com\/blogs\/wp-content\/uploads\/2026\/09\/Application-links.png\" style=\"box-sizing:border-box; display:block; width:100%; height:auto; object-fit:contain\" width=\"1779\"\/><\/a><figcaption style=\"box-sizing:border-box; display:flex; gap:1rem; justify-content:space-between; align-items:center; padding:0.8rem 0 0.25rem; color:#526175; font-size:0.88rem; line-height:1.5\"><span style=\"box-sizing:border-box\">The application map lets engineers inspect recorded links between screens and other parts of the platform.<\/span><a class=\"adam-zoom-hint\" data-elementor-open-lightbox=\"no\" href=\"https:\/\/www.softlabsgroup.com\/blogs\/wp-content\/uploads\/2026\/09\/Application-links.png\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500; display:flex; align-items:center; gap:0.35rem; white-space:nowrap; font-size:0.8rem\" target=\"_blank\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 10a7 7 0 1 0 14 0a7 7 0 1 0 -14 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M7 10l6 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M10 7l0 6\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M21 21l-6 -6\" style=\"box-sizing:border-box\"><\/path>\n<\/svg>Open full-size image<\/a><\/figcaption><\/figure><\/div>\n<\/fieldset>\n<div class=\"adam-points\" style=\"box-sizing:border-box; display:grid; grid-template-columns:1fr; gap:0.85rem; margin:1rem 0 0\">\n<div class=\"adam-point\" style=\"box-sizing:border-box; display:flex; align-items:flex-start; gap:0.7rem\">\n<svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:#b92342; vertical-align:middle; margin-top:0.15rem\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M5 18a2 2 0 1 0 4 0a2 2 0 1 0 -4 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M5 6a2 2 0 1 0 4 0a2 2 0 1 0 -4 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M15 6a2 2 0 1 0 4 0a2 2 0 1 0 -4 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M7 8l0 8\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M9 18h6a2 2 0 0 0 2 -2v-5\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 14l3 -3l3 3\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><div style=\"box-sizing:border-box\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600\">Prepare a clear task for a coding agent<\/strong><p style=\"box-sizing:border-box; font-size:0.93rem; margin-bottom:1rem; color:#334155; margin:0.3rem 0 0\">ADAM selects defining files for a specific change and explains what they cover. Engineers can copy the brief and file paths into their coding workflow.<\/p>\n<\/div>\n<\/div>\n<div class=\"adam-point\" style=\"box-sizing:border-box; display:flex; align-items:flex-start; gap:0.7rem\">\n<svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:#b92342; vertical-align:middle; margin-top:0.15rem\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M7 12l5 5l10 -10\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M2 12l5 5m5 -5l5 -5\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><div style=\"box-sizing:border-box\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600\">Check the context and keep review history<\/strong><p style=\"box-sizing:border-box; font-size:0.93rem; margin-bottom:1rem; color:#334155; margin:0.3rem 0 0\">Definition checks flag missing details and broken references. Review decisions stay attached to the relevant project items.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p class=\"adam-role\" style=\"box-sizing:border-box; font-size:0.9rem; margin-bottom:1.1rem; color:#526175; margin:0; padding-top:0.9rem; border-top:1px solid #e2e8f0\">ADAM prepares the context; a separate coding tool handles implementation. Engineers review, test and approve the work.<\/p>\n<\/section><ul aria-label=\"Softlabs Group company details\" class=\"slg-facts\" style=\"box-sizing:border-box; list-style:none; padding:1.25rem; display:grid; grid-template-columns:repeat(2, minmax(0, 1fr)); gap:1rem 1.5rem; margin:1.5rem 0; background:#f8fafc; border-radius:12px\">\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 21l18 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M9 8l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M9 12l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M9 16l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 8l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 12l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 16l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M5 21v-16a2 2 0 0 1 2 -2h10a2 2 0 0 1 2 2v16\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Company name: <\/strong>Softlabs Group<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M5 7a4 4 0 1 0 8 0a4 4 0 1 0 -8 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3 21v-2a4 4 0 0 1 4 -4h4a4 4 0 0 1 4 4v2\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M16 3.13a4 4 0 0 1 0 7.75\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M21 21v-2a4 4 0 0 0 -3 -3.85\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Company size (LinkedIn): <\/strong><a class=\"external-source\" href=\"https:\/\/www.linkedin.com\/company\/softlabs-group\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">51-200 employees<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M16.7 8a3 3 0 0 0 -2.7 -2h-4a3 3 0 0 0 0 6h4a3 3 0 0 1 0 6h-4a3 3 0 0 1 -2.7 -2\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 3v3m0 12v3\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Hourly rate (Clutch): <\/strong><a class=\"external-source\" href=\"https:\/\/clutch.co\/profile\/softlabs-group\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">$25 &#8211; $49 \/ hr<\/a>; general company rate, not an AI-agent quote<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 12a9 9 0 1 0 18 0a9 9 0 0 0 -18 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3.6 9h16.8\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3.6 15h16.8\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M11.5 3a17 17 0 0 0 0 18\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12.5 3a17 17 0 0 1 0 18\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Website: <\/strong><a href=\"https:\/\/www.softlabsgroup.com\/\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\">www.softlabsgroup.com<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M9 11a3 3 0 1 0 6 0a3 3 0 0 0 -6 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M17.657 16.657l-4.243 4.243a2 2 0 0 1 -2.827 0l-4.244 -4.243a8 8 0 1 1 11.314 0\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Location: <\/strong><a class=\"external-source\" href=\"https:\/\/www.linkedin.com\/company\/softlabs-group\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">Mumbai, Maharashtra<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M5 4h4l2 5l-2.5 1.5a11 11 0 0 0 5 5l1.5 -2.5l5 2v4a2 2 0 0 1 -2 2a16 16 0 0 1 -15 -15a2 2 0 0 1 2 -2\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Contact: <\/strong><a class=\"external-source\" href=\"https:\/\/www.softlabsgroup.com\/contact-us\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\">+91 7021649439<\/a> (India); <a class=\"external-source\" href=\"https:\/\/www.softlabsgroup.com\/contact-us\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\">project inquiry form<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 7a2 2 0 0 1 2 -2h14a2 2 0 0 1 2 2v10a2 2 0 0 1 -2 2h-14a2 2 0 0 1 -2 -2v-10\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3 7l9 6l9 -6\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Email: <\/strong><a href=\"mailto:business@softlabsgroup.com\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\">business@softlabsgroup.com<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 9a2 2 0 0 1 2 -2h14a2 2 0 0 1 2 2v9a2 2 0 0 1 -2 2h-14a2 2 0 0 1 -2 -2l0 -9\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M8 7v-2a2 2 0 0 1 2 -2h4a2 2 0 0 1 2 2v2\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 12l0 .01\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3 13a20 20 0 0 0 18 0\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Industry focus (advertised): <\/strong>Healthcare, Fintech, Government &amp; Public Sector, Travel and Tourism, E-commerce, Manufacturing, Logistics, Real Estate, Insurance, Diamond, Energy, Education<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 21h4l13 -13a1.5 1.5 0 0 0 -4 -4l-13 13v4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14.5 5.5l4 4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 8l-5 -5l-4 4l5 5\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M7 8l-1.5 1.5\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M16 12l5 5l-4 4l-5 -5\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M16 17l-1.5 1.5\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Products and services: <\/strong><a class=\"external-source\" href=\"https:\/\/www.softlabsgroup.com\/ai-agent-development-company\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\">Custom task-specific AI agents for document pipelines<\/a>, backend operations and customer interactions; Workflow\/data setup, deployment options and ongoing maintenance; AI consulting, custom software, web\/mobile apps and business process automation<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M7 8l-4 4l4 4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M17 8l4 4l-4 4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 4l-4 16\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Tech stack (service options): <\/strong>Python, Node.js, JavaScript, OpenAI GPT, Anthropic Claude, Llama, Falcon, Mistral, LangChain, CrewAI, AutoGen, Semantic Kernel, Pinecone, Weaviate, FAISS, Redis, Docker, Kubernetes, AWS, Azure, GCP<\/div>\n<\/li>\n<\/ul>\n<\/article><div aria-label=\"Discuss an AI agent project with Softlabs Group\" class=\"slg-provider-cta\" role=\"group\" style=\"box-sizing:border-box; display:flex; width:fit-content; max-width:100%; flex-wrap:wrap; align-items:center; justify-content:flex-start; gap:1.25rem; margin:1.25rem 0 2rem; padding:1rem 1.25rem; background:#f6f8fa; border:1px solid #dce3eb; border-radius:12px\">\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155; margin:0\"><strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:1.1rem\">Have an AI agent project in mind?<\/strong><span style=\"box-sizing:border-box; display:block; margin-top:0.25rem; color:#526175\">Tell us what you want to automate.<\/span><\/p>\n<a class=\"cta-button\" href=\"https:\/\/www.softlabsgroup.com\/contact-us\" style=\"box-sizing:border-box; color:#fff; text-decoration:none; font-weight:600; display:inline-block; background-color:#ee4865; padding:0.75rem 1.5rem; border-radius:8px; transition:background-color 0.3s ease; background:#0e1d31; white-space:nowrap; text-align:center\">Contact Us Today<\/a>\n<\/div>\n<article aria-labelledby=\"2-maruti-techlabs\" class=\"company-card\" style=\"box-sizing:border-box; border:1px solid #e2e8f0; border-radius:12px; padding:1.5rem; margin-bottom:2rem; background-color:#fff; box-shadow:0 2px 8px rgba(0, 0, 0, 0.05); transition:box-shadow 0.3s ease\"><div class=\"company-heading\" style=\"box-sizing:border-box; display:flex; gap:0.85rem; align-items:center; padding-bottom:1rem; margin-bottom:1.25rem; border-bottom:1px solid #e2e8f0\">\n<span class=\"company-symbol\" style=\"box-sizing:border-box; display:flex; align-items:center; justify-content:center; flex:0 0 46px; width:46px; height:46px; background:#fff0f3; border-radius:12px; color:#c52c4a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:26px; height:26px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M7 20l10 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M6 6l6 -1l6 1\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 3l0 17\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M9 12l-3 -6l-3 6a3 3 0 0 0 6 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M21 12l-3 -6l-3 6a3 3 0 0 0 6 0\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><h3 id=\"2-maruti-techlabs\" style=\"box-sizing:border-box; scroll-margin-top:100px; color:#ee4865; line-height:1.2; font-size:1.875rem; font-weight:800; margin-bottom:1rem; -webkit-text-stroke:0.15px currentColor; margin:0\">2. Maruti Techlabs<\/h3>\n<\/div>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Consider Maruti Techlabs for document-heavy work where research, drafting and extraction need to fit an existing professional workflow. Its <a class=\"external-source\" href=\"https:\/\/marutitech.com\/case-study\/transforming-law-firm-workflows-using-agentic-ai\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">legal-platform case<\/a> describes a custom build for an unnamed US law firm.<\/p>\n<ul aria-label=\"Maruti Techlabs company details\" class=\"slg-facts\" style=\"box-sizing:border-box; list-style:none; padding:1.25rem; display:grid; grid-template-columns:repeat(2, minmax(0, 1fr)); gap:1rem 1.5rem; margin:1.5rem 0; background:#f8fafc; border-radius:12px\">\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 21l18 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M9 8l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M9 12l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M9 16l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 8l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 12l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 16l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M5 21v-16a2 2 0 0 1 2 -2h10a2 2 0 0 1 2 2v16\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Company name: <\/strong>Maruti Techlabs<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M5 7a4 4 0 1 0 8 0a4 4 0 1 0 -8 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3 21v-2a4 4 0 0 1 4 -4h4a4 4 0 0 1 4 4v2\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M16 3.13a4 4 0 0 1 0 7.75\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M21 21v-2a4 4 0 0 0 -3 -3.85\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Company size (LinkedIn): <\/strong><a class=\"external-source\" href=\"https:\/\/www.linkedin.com\/company\/maruti-techlabs-pvt-ltd\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">201-500 employees<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M16.7 8a3 3 0 0 0 -2.7 -2h-4a3 3 0 0 0 0 6h4a3 3 0 0 1 0 6h-4a3 3 0 0 1 -2.7 -2\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 3v3m0 12v3\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Hourly rate (Clutch): <\/strong><a class=\"external-source\" href=\"https:\/\/clutch.co\/profile\/maruti-techlabs\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">$25 &#8211; $49 \/ hr<\/a>; general company rate, not an AI-agent quote<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 12a9 9 0 1 0 18 0a9 9 0 0 0 -18 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3.6 9h16.8\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3.6 15h16.8\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M11.5 3a17 17 0 0 0 0 18\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12.5 3a17 17 0 0 1 0 18\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Website: <\/strong><a href=\"https:\/\/marutitech.com\/\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\" target=\"_blank\">marutitech.com<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M9 11a3 3 0 1 0 6 0a3 3 0 0 0 -6 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M17.657 16.657l-4.243 4.243a2 2 0 0 1 -2.827 0l-4.244 -4.243a8 8 0 1 1 11.314 0\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Location: <\/strong><a class=\"external-source\" href=\"https:\/\/www.linkedin.com\/company\/maruti-techlabs-pvt-ltd\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">Ahmedabad, Gujarat<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M5 4h4l2 5l-2.5 1.5a11 11 0 0 0 5 5l1.5 -2.5l5 2v4a2 2 0 0 1 -2 2a16 16 0 0 1 -15 -15a2 2 0 0 1 2 -2\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Contact: <\/strong><a class=\"external-source\" href=\"https:\/\/marutitech.com\/contact-us\/\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">+1-512-740-0544<\/a> (USA discovery call); <a class=\"external-source\" href=\"https:\/\/marutitech.com\/contact-us\/\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">project inquiry form<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 7a2 2 0 0 1 2 -2h14a2 2 0 0 1 2 2v10a2 2 0 0 1 -2 2h-14a2 2 0 0 1 -2 -2v-10\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3 7l9 6l9 -6\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Email: <\/strong><a href=\"mailto:marketing@marutitech.com\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\">marketing@marutitech.com<\/a> (marketing)<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 9a2 2 0 0 1 2 -2h14a2 2 0 0 1 2 2v9a2 2 0 0 1 -2 2h-14a2 2 0 0 1 -2 -2l0 -9\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M8 7v-2a2 2 0 0 1 2 -2h4a2 2 0 0 1 2 2v2\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 12l0 .01\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3 13a20 20 0 0 0 18 0\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Industry focus (advertised): <\/strong>Insurance, Healthcare, LegalTech<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 21h4l13 -13a1.5 1.5 0 0 0 -4 -4l-13 13v4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14.5 5.5l4 4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 8l-5 -5l-4 4l5 5\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M7 8l-1.5 1.5\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M16 12l5 5l-4 4l-5 -5\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M16 17l-1.5 1.5\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Products and services: <\/strong><a class=\"external-source\" href=\"https:\/\/marutitech.com\/services\/ai-agent-development-services\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">AI-agent discovery<\/a>, architecture, system integration, deployment, monitoring and LLMOps; Software product engineering, generative AI, cloud application development, DevSecOps and DevOps<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M7 8l-4 4l4 4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M17 8l4 4l-4 4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 4l-4 16\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Tech stack (service options): <\/strong>LangChain, LlamaIndex, CrewAI, LangGraph; Pinecone, Weaviate; AWS, Azure, GCP, private deployment environments<\/div>\n<\/li>\n<\/ul>\n<div class=\"slg-proof\" style=\"box-sizing:border-box; background:#f9fafb; border-left:3px solid #ee4865; padding:1.25rem 1.5rem; margin:1.5rem 0; border-left-width:3px\">\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\"><strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600\">Project example: a legal-work platform<\/strong><\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\"><a class=\"external-source\" href=\"https:\/\/marutitech.com\/case-study\/transforming-law-firm-workflows-using-agentic-ai\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">Maruti describes<\/a> a platform combining a chat interface for legal work, search tied to sources in internal documents, and task-specific agents for drafting, due diligence and extraction. The distinction matters: finding a relevant document and preparing a draft are different jobs, even when the user reaches both through the same interface.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0; color:#334155\"><a class=\"external-source\" href=\"https:\/\/marutitech.com\/case-study\/transforming-law-firm-workflows-using-agentic-ai\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">The case<\/a> does not name the client or establish a named document-management connector.<\/p>\n<\/div>\n<p class=\"slg-hiring\" style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\"><strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600\">Before hiring:<\/strong> Ask for a demonstration using documents you are allowed to share, including conflicting versions and questions the documents cannot answer. Check whether the output points to the correct source and whether the review process catches unsupported legal conclusions.<\/p>\n<\/article><article aria-labelledby=\"3-appinventiv\" class=\"company-card\" style=\"box-sizing:border-box; border:1px solid #e2e8f0; border-radius:12px; padding:1.5rem; margin-bottom:2rem; background-color:#fff; box-shadow:0 2px 8px rgba(0, 0, 0, 0.05); transition:box-shadow 0.3s ease\"><div class=\"company-heading\" style=\"box-sizing:border-box; display:flex; gap:0.85rem; align-items:center; padding-bottom:1rem; margin-bottom:1.25rem; border-bottom:1px solid #e2e8f0\">\n<span class=\"company-symbol\" style=\"box-sizing:border-box; display:flex; align-items:center; justify-content:center; flex:0 0 46px; width:46px; height:46px; background:#fff0f3; border-radius:12px; color:#c52c4a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:26px; height:26px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M4 5a1 1 0 0 1 1 -1h4a1 1 0 0 1 1 1v4a1 1 0 0 1 -1 1h-4a1 1 0 0 1 -1 -1l0 -4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M4 15a1 1 0 0 1 1 -1h4a1 1 0 0 1 1 1v4a1 1 0 0 1 -1 1h-4a1 1 0 0 1 -1 -1l0 -4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 15a1 1 0 0 1 1 -1h4a1 1 0 0 1 1 1v4a1 1 0 0 1 -1 1h-4a1 1 0 0 1 -1 -1l0 -4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 7l6 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M17 4l0 6\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><h3 id=\"3-appinventiv\" style=\"box-sizing:border-box; scroll-margin-top:100px; color:#ee4865; line-height:1.2; font-size:1.875rem; font-weight:800; margin-bottom:1rem; -webkit-text-stroke:0.15px currentColor; margin:0\">3. Appinventiv<\/h3>\n<\/div>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Appinventiv&#8217;s project accounts are relevant when an assistant needs to combine conversation, documents or external information sources. <a class=\"external-source\" href=\"https:\/\/appinventiv.com\/portfolio\/myexec-ai-business-consultant\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">MyExec<\/a> and <a class=\"external-source\" href=\"https:\/\/appinventiv.com\/portfolio\/tootle-ai-powered-intelligent-agent\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">Tootle<\/a> illustrate different scopes.<\/p>\n<ul aria-label=\"Appinventiv company details\" class=\"slg-facts\" style=\"box-sizing:border-box; list-style:none; padding:1.25rem; display:grid; grid-template-columns:repeat(2, minmax(0, 1fr)); gap:1rem 1.5rem; margin:1.5rem 0; background:#f8fafc; border-radius:12px\">\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 21l18 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M9 8l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M9 12l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M9 16l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 8l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 12l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 16l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M5 21v-16a2 2 0 0 1 2 -2h10a2 2 0 0 1 2 2v16\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Company name: <\/strong>Appinventiv<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M5 7a4 4 0 1 0 8 0a4 4 0 1 0 -8 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3 21v-2a4 4 0 0 1 4 -4h4a4 4 0 0 1 4 4v2\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M16 3.13a4 4 0 0 1 0 7.75\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M21 21v-2a4 4 0 0 0 -3 -3.85\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Company size (LinkedIn): <\/strong><a class=\"external-source\" href=\"https:\/\/www.linkedin.com\/company\/appinventiv\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">1,001-5,000 employees<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M16.7 8a3 3 0 0 0 -2.7 -2h-4a3 3 0 0 0 0 6h4a3 3 0 0 1 0 6h-4a3 3 0 0 1 -2.7 -2\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 3v3m0 12v3\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Hourly rate (Clutch): <\/strong><a class=\"external-source\" href=\"https:\/\/clutch.co\/profile\/appinventiv\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">$25 &#8211; $49 \/ hr<\/a>; unclaimed Clutch listing; confirm the rate directly<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 12a9 9 0 1 0 18 0a9 9 0 0 0 -18 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3.6 9h16.8\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3.6 15h16.8\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M11.5 3a17 17 0 0 0 0 18\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12.5 3a17 17 0 0 1 0 18\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Website: <\/strong><a href=\"https:\/\/appinventiv.com\/\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\" target=\"_blank\">appinventiv.com<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M9 11a3 3 0 1 0 6 0a3 3 0 0 0 -6 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M17.657 16.657l-4.243 4.243a2 2 0 0 1 -2.827 0l-4.244 -4.243a8 8 0 1 1 11.314 0\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Location: <\/strong><a class=\"external-source\" href=\"https:\/\/www.linkedin.com\/company\/appinventiv\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">Noida, Uttar Pradesh<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M5 4h4l2 5l-2.5 1.5a11 11 0 0 0 5 5l1.5 -2.5l5 2v4a2 2 0 0 1 -2 2a16 16 0 0 1 -15 -15a2 2 0 0 1 2 -2\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Contact: <\/strong><a class=\"external-source\" href=\"https:\/\/appinventiv.com\/contact\/\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">+ 91 &#8211; 844 &#8211; 818 &#8211; 2018<\/a> (Noida, India); <a class=\"external-source\" href=\"https:\/\/appinventiv.com\/contact\/\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">project inquiry form<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 7a2 2 0 0 1 2 -2h14a2 2 0 0 1 2 2v10a2 2 0 0 1 -2 2h-14a2 2 0 0 1 -2 -2v-10\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3 7l9 6l9 -6\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Email: <\/strong><a href=\"mailto:info@appinventiv.com\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\">info@appinventiv.com<\/a> (general contact)<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 9a2 2 0 0 1 2 -2h14a2 2 0 0 1 2 2v9a2 2 0 0 1 -2 2h-14a2 2 0 0 1 -2 -2l0 -9\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M8 7v-2a2 2 0 0 1 2 -2h4a2 2 0 0 1 2 2v2\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 12l0 .01\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3 13a20 20 0 0 0 18 0\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Industry focus (advertised): <\/strong>Retail, Healthcare, Finance, Logistics<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 21h4l13 -13a1.5 1.5 0 0 0 -4 -4l-13 13v4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14.5 5.5l4 4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 8l-5 -5l-4 4l5 5\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M7 8l-1.5 1.5\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M16 12l5 5l-4 4l-5 -5\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M16 17l-1.5 1.5\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Products and services: <\/strong><a class=\"external-source\" href=\"https:\/\/appinventiv.com\/ai-agent-development-services\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">AI agent strategy consulting<\/a>, AI agent design and development, Conversational AI development, AI agent integration, Agentic AI testing, Model optimization, Lifecycle management, Agent-as-a-Service<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M7 8l-4 4l4 4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M17 8l4 4l-4 4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 4l-4 16\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Tech stack (service options): <\/strong>LangGraph, LangChain, CrewAI, Microsoft Semantic Kernel, OpenAI Agents SDK, AutoGen, LlamaIndex, LangChain RAG, Haystack, DSPy<\/div>\n<\/li>\n<\/ul>\n<div class=\"slg-proof\" style=\"box-sizing:border-box; background:#f9fafb; border-left:3px solid #ee4865; padding:1.25rem 1.5rem; margin:1.5rem 0; border-left-width:3px\">\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\"><strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600\">Project examples: MyExec and Tootle<\/strong><\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">For <a class=\"external-source\" href=\"https:\/\/appinventiv.com\/portfolio\/myexec-ai-business-consultant\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">MyExec<\/a>, Appinventiv describes a multi-agent business consultant that routes questions, retrieves information from uploaded documents and generates recommendations. The account names LangChain for orchestration, LlamaIndex for retrieval and MongoDB for memory and session storage. Those details support document-based assistance, not a claim that the system independently runs the user&#8217;s business.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0; color:#334155\"><a class=\"external-source\" href=\"https:\/\/appinventiv.com\/portfolio\/tootle-ai-powered-intelligent-agent\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">Tootle<\/a> is a travel assistant with voice and text interaction. Its case names Google Places, Yelp and Wikipedia APIs, alongside summarization and multi-step travel queries. It supports a discussion about connecting information sources; it does not establish that Tootle books travel or makes payments.<\/p>\n<\/div>\n<p class=\"slg-hiring\" style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\"><strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600\">Before hiring:<\/strong> Ask for a demonstration of the action your product needs, including missing or conflicting source data. If the proposal includes voice, test response delay and interruptions as well as transcription. Do not accept an attractive conversation as proof that the underlying task was completed.<\/p>\n<\/article><article aria-labelledby=\"4-signity-solutions\" class=\"company-card\" style=\"box-sizing:border-box; border:1px solid #e2e8f0; border-radius:12px; padding:1.5rem; margin-bottom:2rem; background-color:#fff; box-shadow:0 2px 8px rgba(0, 0, 0, 0.05); transition:box-shadow 0.3s ease\"><div class=\"company-heading\" style=\"box-sizing:border-box; display:flex; gap:0.85rem; align-items:center; padding-bottom:1rem; margin-bottom:1.25rem; border-bottom:1px solid #e2e8f0\">\n<span class=\"company-symbol\" style=\"box-sizing:border-box; display:flex; align-items:center; justify-content:center; flex:0 0 46px; width:46px; height:46px; background:#fff0f3; border-radius:12px; color:#c52c4a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:26px; height:26px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M4 19a2 2 0 1 0 4 0a2 2 0 1 0 -4 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M15 19a2 2 0 1 0 4 0a2 2 0 1 0 -4 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M17 17h-11v-14h-2\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M6 5l14 1l-1 7h-13\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><h3 id=\"4-signity-solutions\" style=\"box-sizing:border-box; scroll-margin-top:100px; color:#ee4865; line-height:1.2; font-size:1.875rem; font-weight:800; margin-bottom:1rem; -webkit-text-stroke:0.15px currentColor; margin:0\">4. Signity Solutions<\/h3>\n<\/div>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Signity&#8217;s <a class=\"external-source\" href=\"https:\/\/www.signitysolutions.com\/case-studies\/agentic-ai-ecommerce\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">TrendzStar account<\/a> is relevant to retail operations involving stock, pricing and customer activity. The case describes a multi-agent system built around Commbizz AI, so platform licensing belongs in the buying discussion.<\/p>\n<ul aria-label=\"Signity Solutions company details\" class=\"slg-facts\" style=\"box-sizing:border-box; list-style:none; padding:1.25rem; display:grid; grid-template-columns:repeat(2, minmax(0, 1fr)); gap:1rem 1.5rem; margin:1.5rem 0; background:#f8fafc; border-radius:12px\">\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 21l18 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M9 8l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M9 12l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M9 16l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 8l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 12l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 16l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M5 21v-16a2 2 0 0 1 2 -2h10a2 2 0 0 1 2 2v16\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Company name: <\/strong>Signity Solutions<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M5 7a4 4 0 1 0 8 0a4 4 0 1 0 -8 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3 21v-2a4 4 0 0 1 4 -4h4a4 4 0 0 1 4 4v2\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M16 3.13a4 4 0 0 1 0 7.75\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M21 21v-2a4 4 0 0 0 -3 -3.85\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Company size (LinkedIn): <\/strong><a class=\"external-source\" href=\"https:\/\/www.linkedin.com\/company\/signity-software-solutions\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">51-200 employees<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M16.7 8a3 3 0 0 0 -2.7 -2h-4a3 3 0 0 0 0 6h4a3 3 0 0 1 0 6h-4a3 3 0 0 1 -2.7 -2\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 3v3m0 12v3\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Hourly rate (Clutch): <\/strong><a class=\"external-source\" href=\"https:\/\/clutch.co\/profile\/signity-solutions\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">$25 &#8211; $49 \/ hr<\/a>; general company rate, not an AI-agent quote<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 12a9 9 0 1 0 18 0a9 9 0 0 0 -18 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3.6 9h16.8\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3.6 15h16.8\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M11.5 3a17 17 0 0 0 0 18\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12.5 3a17 17 0 0 1 0 18\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Website: <\/strong><a href=\"https:\/\/www.signitysolutions.com\/\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\" target=\"_blank\">www.signitysolutions.com<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M9 11a3 3 0 1 0 6 0a3 3 0 0 0 -6 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M17.657 16.657l-4.243 4.243a2 2 0 0 1 -2.827 0l-4.244 -4.243a8 8 0 1 1 11.314 0\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Location: <\/strong><a class=\"external-source\" href=\"https:\/\/www.signitysolutions.com\/contact-us\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">Mohali, Punjab, India<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M5 4h4l2 5l-2.5 1.5a11 11 0 0 0 5 5l1.5 -2.5l5 2v4a2 2 0 0 1 -2 2a16 16 0 0 1 -15 -15a2 2 0 0 1 2 -2\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Contact: <\/strong><a class=\"external-source\" href=\"https:\/\/www.signitysolutions.com\/contact-us\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">+91-172-411-8913<\/a> (India); <a class=\"external-source\" href=\"https:\/\/www.signitysolutions.com\/contact-us\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">project inquiry form<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 7a2 2 0 0 1 2 -2h14a2 2 0 0 1 2 2v10a2 2 0 0 1 -2 2h-14a2 2 0 0 1 -2 -2v-10\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3 7l9 6l9 -6\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Email: <\/strong><a href=\"mailto:sales@signitysolutions.com\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\">sales@signitysolutions.com<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 9a2 2 0 0 1 2 -2h14a2 2 0 0 1 2 2v9a2 2 0 0 1 -2 2h-14a2 2 0 0 1 -2 -2l0 -9\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M8 7v-2a2 2 0 0 1 2 -2h4a2 2 0 0 1 2 2v2\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 12l0 .01\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3 13a20 20 0 0 0 18 0\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Industry focus (advertised): <\/strong>Finance, Education, Healthcare, Real Estate, Telecom, Logistics, Retail &amp; E-commerce<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 21h4l13 -13a1.5 1.5 0 0 0 -4 -4l-13 13v4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14.5 5.5l4 4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 8l-5 -5l-4 4l5 5\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M7 8l-1.5 1.5\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M16 12l5 5l-4 4l-5 -5\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M16 17l-1.5 1.5\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Products and services: <\/strong><a class=\"external-source\" href=\"https:\/\/www.signitysolutions.com\/ai-agent-development-services\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">AI agent strategy<\/a>, Custom AI agent development, Multi-agent systems, Enterprise integration, AI agent security, Agent support and maintenance<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M7 8l-4 4l4 4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M17 8l4 4l-4 4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 4l-4 16\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Tech stack (service options): <\/strong>LangGraph, Langfuse, Python, JavaScript, Milvus, PGVector<\/div>\n<\/li>\n<\/ul>\n<div class=\"slg-proof\" style=\"box-sizing:border-box; background:#f9fafb; border-left:3px solid #ee4865; padding:1.25rem 1.5rem; margin:1.5rem 0; border-left-width:3px\">\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\"><strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600\">Project example: TrendzStar retail workflows<\/strong><\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Signity describes agents for trend monitoring, inventory coordination, pricing and customer-experience changes. The <a class=\"external-source\" href=\"https:\/\/www.signitysolutions.com\/case-studies\/agentic-ai-ecommerce\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">case page<\/a> lists Shopify Plus APIs, inventory systems and CRM integration; it does not identify a specific CRM product.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0; color:#334155\">The page also describes <a class=\"external-source\" href=\"https:\/\/www.signitysolutions.com\/case-studies\/agentic-ai-ecommerce\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">purchasing and pricing actions without human approval<\/a>. That is a claim about the vendor&#8217;s example, not a reason to give a new system unrestricted access to your budget.<\/p>\n<\/div>\n<p class=\"slg-hiring\" style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\"><strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600\">Before hiring:<\/strong> Ask whether Commbizz AI requires a separate license or subscription, and distinguish those terms from custom development and ownership. Ask which parts you can keep if the platform agreement ends. For any purchasing or pricing action, require a demonstration of spending limits, approval rules and how a mistaken change is reversed.<\/p>\n<\/article><article aria-labelledby=\"5-mindinventory\" class=\"company-card\" style=\"box-sizing:border-box; border:1px solid #e2e8f0; border-radius:12px; padding:1.5rem; margin-bottom:2rem; background-color:#fff; box-shadow:0 2px 8px rgba(0, 0, 0, 0.05); transition:box-shadow 0.3s ease\"><div class=\"company-heading\" style=\"box-sizing:border-box; display:flex; gap:0.85rem; align-items:center; padding-bottom:1rem; margin-bottom:1.25rem; border-bottom:1px solid #e2e8f0\">\n<span class=\"company-symbol\" style=\"box-sizing:border-box; display:flex; align-items:center; justify-content:center; flex:0 0 46px; width:46px; height:46px; background:#fff0f3; border-radius:12px; color:#c52c4a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:26px; height:26px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 5a1 1 0 0 1 1 -1h16a1 1 0 0 1 1 1v10a1 1 0 0 1 -1 1h-16a1 1 0 0 1 -1 -1l0 -10\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M7 20h10\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M9 16v4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M15 16v4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M7 10h2l2 3l2 -6l1 3h3\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><h3 id=\"5-mindinventory\" style=\"box-sizing:border-box; scroll-margin-top:100px; color:#ee4865; line-height:1.2; font-size:1.875rem; font-weight:800; margin-bottom:1rem; -webkit-text-stroke:0.15px currentColor; margin:0\">5. MindInventory<\/h3>\n<\/div>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">MindInventory&#8217;s <a class=\"external-source\" href=\"https:\/\/www.mindinventory.com\/portfolio\/ai-powered-copilot-for-doctors\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">Sully AI account<\/a> is relevant to healthcare organizations considering agents within clinical and administrative workflows. Its description includes connected patient context and human review, not only a standalone question-answering interface.<\/p>\n<ul aria-label=\"MindInventory company details\" class=\"slg-facts\" style=\"box-sizing:border-box; list-style:none; padding:1.25rem; display:grid; grid-template-columns:repeat(2, minmax(0, 1fr)); gap:1rem 1.5rem; margin:1.5rem 0; background:#f8fafc; border-radius:12px\">\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 21l18 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M9 8l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M9 12l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M9 16l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 8l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 12l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 16l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M5 21v-16a2 2 0 0 1 2 -2h10a2 2 0 0 1 2 2v16\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Company name: <\/strong>MindInventory<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M5 7a4 4 0 1 0 8 0a4 4 0 1 0 -8 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3 21v-2a4 4 0 0 1 4 -4h4a4 4 0 0 1 4 4v2\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M16 3.13a4 4 0 0 1 0 7.75\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M21 21v-2a4 4 0 0 0 -3 -3.85\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Company size (LinkedIn): <\/strong><a class=\"external-source\" href=\"https:\/\/www.linkedin.com\/company\/mindinventory\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">201-500 employees<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M16.7 8a3 3 0 0 0 -2.7 -2h-4a3 3 0 0 0 0 6h4a3 3 0 0 1 0 6h-4a3 3 0 0 1 -2.7 -2\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 3v3m0 12v3\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Hourly rate (Clutch): <\/strong><a class=\"external-source\" href=\"https:\/\/clutch.co\/profile\/mindinventory\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">$25 &#8211; $49 \/ hr<\/a>; general company rate, not an AI-agent quote<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 12a9 9 0 1 0 18 0a9 9 0 0 0 -18 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3.6 9h16.8\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3.6 15h16.8\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M11.5 3a17 17 0 0 0 0 18\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12.5 3a17 17 0 0 1 0 18\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Website: <\/strong><a href=\"https:\/\/www.mindinventory.com\/\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\" target=\"_blank\">www.mindinventory.com<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M9 11a3 3 0 1 0 6 0a3 3 0 0 0 -6 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M17.657 16.657l-4.243 4.243a2 2 0 0 1 -2.827 0l-4.244 -4.243a8 8 0 1 1 11.314 0\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Location: <\/strong><a class=\"external-source\" href=\"https:\/\/www.linkedin.com\/company\/mindinventory\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">Ahmedabad, Gujarat, India<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M5 4h4l2 5l-2.5 1.5a11 11 0 0 0 5 5l1.5 -2.5l5 2v4a2 2 0 0 1 -2 2a16 16 0 0 1 -15 -15a2 2 0 0 1 2 -2\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Contact: <\/strong><a class=\"external-source\" href=\"https:\/\/www.mindinventory.com\/contact-us\/\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">+91-951-229-3490<\/a> (India); <a class=\"external-source\" href=\"https:\/\/www.mindinventory.com\/contact-us\/\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">project inquiry form<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 7a2 2 0 0 1 2 -2h14a2 2 0 0 1 2 2v10a2 2 0 0 1 -2 2h-14a2 2 0 0 1 -2 -2v-10\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3 7l9 6l9 -6\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Email: <\/strong><a href=\"mailto:sales@mindinventory.com\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\">sales@mindinventory.com<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 9a2 2 0 0 1 2 -2h14a2 2 0 0 1 2 2v9a2 2 0 0 1 -2 2h-14a2 2 0 0 1 -2 -2l0 -9\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M8 7v-2a2 2 0 0 1 2 -2h4a2 2 0 0 1 2 2v2\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 12l0 .01\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3 13a20 20 0 0 0 18 0\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Industry focus (advertised): <\/strong>Healthcare, Finance, Retail, Real estate<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 21h4l13 -13a1.5 1.5 0 0 0 -4 -4l-13 13v4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14.5 5.5l4 4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 8l-5 -5l-4 4l5 5\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M7 8l-1.5 1.5\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M16 12l5 5l-4 4l-5 -5\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M16 17l-1.5 1.5\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Products and services: <\/strong><a class=\"external-source\" href=\"https:\/\/www.mindinventory.com\/ai-agent-development\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">AI agent strategy and consulting<\/a>, Custom AI agent development, AI agent integration, Continuous improvement and monitoring, Multi-agent system architecture<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M7 8l-4 4l4 4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M17 8l4 4l-4 4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 4l-4 16\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Tech stack (service options): <\/strong>OpenAI, Anthropic Claude, Google Cloud Vertex AI, Amazon Bedrock, LangChain, LlamaIndex, Python, JavaScript, TypeScript<\/div>\n<\/li>\n<\/ul>\n<div class=\"slg-proof\" style=\"box-sizing:border-box; background:#f9fafb; border-left:3px solid #ee4865; padding:1.25rem 1.5rem; margin:1.5rem 0; border-left-width:3px\">\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\"><strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600\">Project example: Sully AI<\/strong><\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\"><a class=\"external-source\" href=\"https:\/\/www.mindinventory.com\/portfolio\/ai-powered-copilot-for-doctors\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">The case<\/a> lists MindInventory as a dedicated hire team and AI platform build partner for Sully AI.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\"><a class=\"external-source\" href=\"https:\/\/www.mindinventory.com\/portfolio\/ai-powered-copilot-for-doctors\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">MindInventory says<\/a> it built a multi-agent healthcare platform covering intake, triage, clinical documentation, decision support and coding. Here, coding means medical coding. The account describes shared patient context between agents and provider approval before generated outputs enter the patient record.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0; color:#334155\">It specifically names <a class=\"external-source\" href=\"https:\/\/www.mindinventory.com\/portfolio\/ai-powered-copilot-for-doctors\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">Epic and athenahealth integrations<\/a>. Its wider compatibility list should not be treated as proof that every connection will work with your organization&#8217;s configuration.<\/p>\n<\/div>\n<p class=\"slg-hiring\" style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\"><strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600\">Before hiring:<\/strong> Confirm the exact electronic health record system, access method and patient-data terms. Ask how the system separates patient records, handles missing information and routes outputs for clinician review. A case-study claim about compliance is not a substitute for checking the proposed deployment with your own clinical, security and legal teams.<\/p>\n<\/article><article aria-labelledby=\"6-kellton\" class=\"company-card\" style=\"box-sizing:border-box; border:1px solid #e2e8f0; border-radius:12px; padding:1.5rem; margin-bottom:2rem; background-color:#fff; box-shadow:0 2px 8px rgba(0, 0, 0, 0.05); transition:box-shadow 0.3s ease\"><div class=\"company-heading\" style=\"box-sizing:border-box; display:flex; gap:0.85rem; align-items:center; padding-bottom:1rem; margin-bottom:1.25rem; border-bottom:1px solid #e2e8f0\">\n<span class=\"company-symbol\" style=\"box-sizing:border-box; display:flex; align-items:center; justify-content:center; flex:0 0 46px; width:46px; height:46px; background:#fff0f3; border-radius:12px; color:#c52c4a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:26px; height:26px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M11.46 20.846a12 12 0 0 1 -7.96 -14.846a12 12 0 0 0 8.5 -3a12 12 0 0 0 8.5 3a12 12 0 0 1 -.09 7.06\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M15 19l2 2l4 -4\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><h3 id=\"6-kellton\" style=\"box-sizing:border-box; scroll-margin-top:100px; color:#ee4865; line-height:1.2; font-size:1.875rem; font-weight:800; margin-bottom:1rem; -webkit-text-stroke:0.15px currentColor; margin:0\">6. Kellton<\/h3>\n<\/div>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Kellton&#8217;s <a class=\"external-source\" href=\"https:\/\/www.kellton.com\/kellton-success-stories\/agentic-ai-customer-verification-telecom-security\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">telecom verification account<\/a> is an enterprise example for buyers dealing with identity checks, risk decisions and escalation across customer channels.<\/p>\n<ul aria-label=\"Kellton company details\" class=\"slg-facts\" style=\"box-sizing:border-box; list-style:none; padding:1.25rem; display:grid; grid-template-columns:repeat(2, minmax(0, 1fr)); gap:1rem 1.5rem; margin:1.5rem 0; background:#f8fafc; border-radius:12px\">\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 21l18 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M9 8l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M9 12l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M9 16l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 8l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 12l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 16l1 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M5 21v-16a2 2 0 0 1 2 -2h10a2 2 0 0 1 2 2v16\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Company name: <\/strong>Kellton<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M5 7a4 4 0 1 0 8 0a4 4 0 1 0 -8 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3 21v-2a4 4 0 0 1 4 -4h4a4 4 0 0 1 4 4v2\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M16 3.13a4 4 0 0 1 0 7.75\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M21 21v-2a4 4 0 0 0 -3 -3.85\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Company size (LinkedIn): <\/strong><a class=\"external-source\" href=\"https:\/\/www.linkedin.com\/company\/kellton\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">1,001-5,000 employees<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M16.7 8a3 3 0 0 0 -2.7 -2h-4a3 3 0 0 0 0 6h4a3 3 0 0 1 0 6h-4a3 3 0 0 1 -2.7 -2\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 3v3m0 12v3\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Hourly rate (Clutch): <\/strong><a class=\"external-source\" href=\"https:\/\/clutch.co\/profile\/kellton\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">$25 &#8211; $49 \/ hr<\/a>; general company rate, not an AI-agent quote<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 12a9 9 0 1 0 18 0a9 9 0 0 0 -18 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3.6 9h16.8\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3.6 15h16.8\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M11.5 3a17 17 0 0 0 0 18\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12.5 3a17 17 0 0 1 0 18\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Website: <\/strong><a href=\"https:\/\/www.kellton.com\/\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\" target=\"_blank\">www.kellton.com<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M9 11a3 3 0 1 0 6 0a3 3 0 0 0 -6 0\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M17.657 16.657l-4.243 4.243a2 2 0 0 1 -2.827 0l-4.244 -4.243a8 8 0 1 1 11.314 0\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Location: <\/strong><a class=\"external-source\" href=\"https:\/\/www.kellton.com\/our-global-presence\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">Hyderabad, Telangana, India<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M5 4h4l2 5l-2.5 1.5a11 11 0 0 0 5 5l1.5 -2.5l5 2v4a2 2 0 0 1 -2 2a16 16 0 0 1 -15 -15a2 2 0 0 1 2 -2\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Contact: <\/strong><a class=\"external-source\" href=\"https:\/\/www.kellton.com\/our-global-presence\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">+91.124.469.8900<\/a> (Asia); <a class=\"external-source\" href=\"https:\/\/www.kellton.com\/our-global-presence\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">contact page<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 7a2 2 0 0 1 2 -2h14a2 2 0 0 1 2 2v10a2 2 0 0 1 -2 2h-14a2 2 0 0 1 -2 -2v-10\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3 7l9 6l9 -6\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Email: <\/strong><a href=\"mailto:ask@kellton.com\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\">ask@kellton.com<\/a>\n<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 9a2 2 0 0 1 2 -2h14a2 2 0 0 1 2 2v9a2 2 0 0 1 -2 2h-14a2 2 0 0 1 -2 -2l0 -9\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M8 7v-2a2 2 0 0 1 2 -2h4a2 2 0 0 1 2 2v2\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 12l0 .01\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M3 13a20 20 0 0 0 18 0\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Industry focus (advertised): <\/strong>Fintech &amp; Banking, Healthcare, Retail &amp; E-Commerce, Manufacturing, Energy &amp; Utilities<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M3 21h4l13 -13a1.5 1.5 0 0 0 -4 -4l-13 13v4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14.5 5.5l4 4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M12 8l-5 -5l-4 4l5 5\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M7 8l-1.5 1.5\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M16 12l5 5l-4 4l-5 -5\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M16 17l-1.5 1.5\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Products and services: <\/strong><a class=\"external-source\" href=\"https:\/\/www.kellton.com\/ai-services\/agentic-ai-automation\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">AI agent development<\/a>, Workflow orchestration, IT operations automation, Business process automation<\/div>\n<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0.75rem; color:#334155; overflow-wrap:anywhere; padding-left:1.5rem; position:relative; padding:0; margin:0; display:flex; gap:0.65rem; min-width:0; align-items:flex-start\">\n<span class=\"field-icon\" style=\"box-sizing:border-box; flex:0 0 20px; padding-top:2px; color:#68778a\"><svg aria-hidden=\"true\" class=\"slg-icon\" fill=\"none\" focusable=\"false\" height=\"24\" stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" style=\"box-sizing:border-box; display:inline-block; flex:0 0 auto; width:20px; height:20px; color:currentColor; vertical-align:middle\" valign=\"middle\" viewbox=\"0 0 24 24\" width=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M7 8l-4 4l4 4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M17 8l4 4l-4 4\" style=\"box-sizing:border-box\"><\/path>\n<path d=\"M14 4l-4 16\" style=\"box-sizing:border-box\"><\/path>\n<\/svg><\/span><div class=\"field-copy\" style=\"box-sizing:border-box; min-width:0\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600; display:block; font-size:0.88rem; margin-bottom:0.2rem\">Tech stack (service options): <\/strong>AWS SageMaker, Azure Open AI, Google Vertex AI, LangChain, LlamaIndex, Hugging Face, Python, JavaScript, Snowflake, Databricks, BigQuery<\/div>\n<\/li>\n<\/ul>\n<div class=\"slg-proof\" style=\"box-sizing:border-box; background:#f9fafb; border-left:3px solid #ee4865; padding:1.25rem 1.5rem; margin:1.5rem 0; border-left-width:3px\">\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\"><strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600\">Project example: telecom customer verification<\/strong><\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\"><a class=\"external-source\" href=\"https:\/\/www.kellton.com\/kellton-success-stories\/agentic-ai-customer-verification-telecom-security\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">Kellton describes<\/a> a system built on KAI for an unnamed telecommunications provider facing SIM-swap fraud and account takeovers. It assigns specialized agents to data capture, risk decisioning and audit escalation, with an orchestration layer routing requests and a risk-scoring engine combining agent outputs.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:0; color:#334155\">The <a class=\"external-source\" href=\"https:\/\/www.kellton.com\/kellton-success-stories\/agentic-ai-customer-verification-telecom-security\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#334155; text-decoration:underline; font-weight:normal; text-decoration-thickness:1px; text-underline-offset:3px\" target=\"_blank\">public account<\/a> does not name the telecom&#8217;s external systems. Use it to discuss a comparable verification workflow, not to assume a particular outcome for your business.<\/p>\n<\/div>\n<p class=\"slg-hiring\" style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\"><strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600\">Before hiring:<\/strong> Ask how the proposal balances fraudulent approvals against wrongly rejected legitimate users. Confirm human escalation, audit access, KAI licensing and minimum engagement scope before treating it as comparable to a small standalone pilot.<\/p>\n<\/article><section aria-labelledby=\"state-of-ai-agents-2026\" class=\"slg-agent-state\" style=\"box-sizing:border-box\">\n<h2 id=\"state-of-ai-agents-2026\" style=\"box-sizing:border-box; scroll-margin-top:100px; color:#0e1d31; line-height:1.2; font-size:2.2rem; font-weight:800; margin-top:3rem; margin-bottom:1rem; letter-spacing:-0.015em; -webkit-text-stroke:0.2px currentColor\">The state of AI agents in 2026<\/h2>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Recent releases report gains in coding, computer use and business tasks. But a benchmark score is a result on a defined test, not a guarantee that an agent will complete your workflow safely.<\/p>\n<h3 style=\"box-sizing:border-box; color:#ee4865; line-height:1.3; font-size:1.5rem; font-weight:800; margin-bottom:1rem; -webkit-text-stroke:0.15px currentColor\">OpenAI: a new release focused on more than chat<\/h3>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">OpenAI announced <a href=\"https:\/\/openai.com\/index\/gpt-6-astra\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\" target=\"_blank\">GPT-6 Astra on September 3<\/a>, highlighting computer use, coding, cybersecurity and science. That is a model-release claim, not evidence that every business can hand over those tasks without supervision.<\/p>\n<h3 style=\"box-sizing:border-box; color:#ee4865; line-height:1.3; font-size:1.5rem; font-weight:800; margin-bottom:1rem; -webkit-text-stroke:0.15px currentColor\">Anthropic: better scores on coding and business tasks<\/h3>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">In its <a href=\"https:\/\/www.anthropic.com\/claude-fable-and-mythos-5-1\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\" target=\"_blank\">September 1 release of Claude Fable 5.1 and Mythos 5.1<\/a>, Anthropic reports Fable 5.1 scores of <strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600\">55.8% on Terminal-Bench 4.0<\/strong>, a coding test, and <strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600\">31.4% on AutomationBench<\/strong>, a business-workflow test. Its reported Fable 5 scores were 42.0% and 17.1%, respectively. These are vendor-reported results under Anthropic&#8217;s published test setup, which includes safeguards and fallback-model rules. Fable 5.1 is generally available; Mythos 5.1 has restricted access.<\/p>\n<h3 style=\"box-sizing:border-box; color:#ee4865; line-height:1.3; font-size:1.5rem; font-weight:800; margin-bottom:1rem; -webkit-text-stroke:0.15px currentColor\">Google: stronger agents still need a cost check<\/h3>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Google&#8217;s <a href=\"https:\/\/blog.google\/innovation-and-ai\/models-and-research\/gemini-models\/3-8-flash-and-3-8-flash-cyber\/\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\" target=\"_blank\">September 2 Gemini 3.8 Flash release<\/a> reports gains in software engineering and multi-step tasks. Google also says the model may use more tokens at higher effort levels. Compare the cost of a successfully completed task, not just the price per token. The separate Flash Cyber model is limited to trusted defenders through Google&#8217;s Fairwind Program.<\/p>\n<h3 style=\"box-sizing:border-box; color:#ee4865; line-height:1.3; font-size:1.5rem; font-weight:800; margin-bottom:1rem; -webkit-text-stroke:0.15px currentColor\">Evaluations: check how the score was earned<\/h3>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">In its <a href=\"https:\/\/metr.org\/blog\/2026-06-26-gpt-5-6-sol\/\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\" target=\"_blank\">June 26 evaluation of GPT-5.6 Sol<\/a>, external evaluator METR found that attempts to exploit test flaws made task-duration estimates unreliable. METR did not consider those estimates robust measures of the model&#8217;s abilities.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Google DeepMind&#8217;s <a href=\"https:\/\/deepmind.google\/blog\/piloting-the-worlds-first-double-blind-ai-evaluations\/\" rel=\"noopener noreferrer\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\" target=\"_blank\">August 27 double-blind evaluation pilot<\/a> addresses a different problem: keeping test questions private from the model provider. Both updates show why the testing method matters, not just the headline score.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\"><strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600\">What this means when choosing a provider:<\/strong> Ask for a test on your own task and data. Record the model version, tools, retries, human help, completed tasks and total cost. Scores from different benchmarks or test setups should not be treated as a single ranking.<\/p>\n<\/section><h2 id=\"which-ai-agent-development-services-should-you-compare\" style=\"box-sizing:border-box; scroll-margin-top:100px; color:#0e1d31; line-height:1.2; font-size:2.2rem; font-weight:800; margin-top:3rem; margin-bottom:1rem; letter-spacing:-0.015em; -webkit-text-stroke:0.2px currentColor\">Which AI agent development services in India should you compare?<\/h2>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Compare the deliverables and responsibilities in the proposal. A framework name or a list of AI models does not tell you what will be built, tested or maintained.<\/p>\n<table class=\"slg-table slg-services\" role=\"table\" style=\"box-sizing:border-box; width:100%; border-collapse:collapse; table-layout:fixed; font:inherit; margin:1rem 0 1.5rem\">\n<caption style=\"box-sizing:border-box; text-align:left; font-weight:600; color:#0e1d31; padding-bottom:0.75rem\">Service scope checklist<\/caption>\n<thead style=\"box-sizing:border-box\">\n<tr role=\"row\" style=\"box-sizing:border-box\">\n<th role=\"columnheader\" scope=\"col\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere; background:#f9fafb; color:#0e1d31; width:30%\" valign=\"top\">Service<\/th>\n<th role=\"columnheader\" scope=\"col\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere; background:#f9fafb; color:#0e1d31\" valign=\"top\">What the proposal should specify<\/th>\n<\/tr>\n<\/thead>\n<tbody style=\"box-sizing:border-box\">\n<tr role=\"row\" style=\"box-sizing:border-box\">\n<td data-label=\"Service\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">Task and feasibility assessment<\/td>\n<td data-label=\"What the proposal should specify\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">The intended result, inputs, allowed actions, exclusions and a reason to use an agent<\/td>\n<\/tr>\n<tr role=\"row\" style=\"box-sizing:border-box\">\n<td data-label=\"Service\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">Agent or application development<\/td>\n<td data-label=\"What the proposal should specify\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">What is custom-built, what comes from a platform and who owns each part<\/td>\n<\/tr>\n<tr role=\"row\" style=\"box-sizing:border-box\">\n<td data-label=\"Service\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">Data and system connections<\/td>\n<td data-label=\"What the proposal should specify\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">Exact systems, API access, read\/write permissions and data preparation<\/td>\n<\/tr>\n<tr role=\"row\" style=\"box-sizing:border-box\">\n<td data-label=\"Service\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">Evaluation and controls<\/td>\n<td data-label=\"What the proposal should specify\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">Test cases, human approval points, failure handling and activity records<\/td>\n<\/tr>\n<tr role=\"row\" style=\"box-sizing:border-box\">\n<td data-label=\"Service\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">Deployment and handover<\/td>\n<td data-label=\"What the proposal should specify\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">Hosting, accounts, configuration, documentation and a way to stop or roll back changes<\/td>\n<\/tr>\n<tr role=\"row\" style=\"box-sizing:border-box\">\n<td data-label=\"Service\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">Ongoing operation<\/td>\n<td data-label=\"What the proposal should specify\" role=\"cell\" style=\"box-sizing:border-box; padding:0.8rem; border:1px solid #e2e8f0; text-align:left; vertical-align:top; overflow-wrap:anywhere\" valign=\"top\">Monitoring, support responsibilities, model changes and maintenance charges<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Connections to your customer relationship management (CRM) or enterprise resource planning (ERP) system depend on the available access. Ask the provider to check your product version, API permissions and license restrictions before quoting. Reading records and updating them are separate requirements. If direct access is unavailable, agree an alternative or remove that action from the scope.<\/p>\n<h3 id=\"do-you-need-an-agent-a-chatbot-or-ordinary-automation\" style=\"box-sizing:border-box; scroll-margin-top:100px; color:#ee4865; line-height:1.3; font-size:1.5rem; font-weight:800; margin-bottom:1rem; -webkit-text-stroke:0.15px currentColor\">Do you need an agent, a chatbot or ordinary automation?<\/h3>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Start with the work, not the label. If a fixed rule can reliably route a form or send a reminder, ordinary automation may be enough. If people need answers from documents, a search assistant may meet the need without permission to change business records.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">An AI agent uses a model to decide how to carry out a task, potentially using tools or APIs. A chat interface can front that system, so \u201cchatbot\u201d and \u201cagent\u201d are not reliable buying specifications by themselves. Ask the provider to show the actual steps and actions.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">For example, finding a refund policy, checking an order and issuing a refund have different consequences. Decide which steps the system can perform and which require approval.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Separate agents may help when tasks need different tools, permissions or review steps. They also add coordination and testing work, so ask the provider why a simpler workflow would not meet the same requirement. For broader workflow design, see the guide to <a href=\"https:\/\/www.softlabsgroup.com\/blogs\/agentic-ai-development-companies-in-india\" style=\"box-sizing:border-box; color:#ee4865; text-decoration:none; font-weight:500\">agentic AI development companies in India<\/a>.<\/p>\n<h3 id=\"custom-build-platform-setup-or-hired-developers\" style=\"box-sizing:border-box; scroll-margin-top:100px; color:#ee4865; line-height:1.3; font-size:1.5rem; font-weight:800; margin-bottom:1rem; -webkit-text-stroke:0.15px currentColor\">Custom build, platform setup or hired developers?<\/h3>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Choose custom AI agent development services when a provider can show why your workflow needs engineering beyond a platform&#8217;s existing features. Ask which requirements drive that decision and what a simpler version would leave out.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Platform implementation may fit when an existing product covers the task, but compare recurring fees, supported connections and the cost of leaving. \u201cCustom configuration\u201d does not necessarily mean you own the platform.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Hiring developers is a different purchase. Your team may still need to supply product direction, architecture and acceptance decisions. A scoped project should state who owns those responsibilities rather than assuming they transfer with the contract.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">If you already work with a large IT services partner, it may also be worth requesting a proposal, especially when the agent is part of a wider system change. Compare its actual team, scope and commercial terms with a specialist&#8217;s proposal rather than choosing by company size alone.<\/p>\n<h2 id=\"what-affects-ai-agent-development-cost-in-india\" style=\"box-sizing:border-box; scroll-margin-top:100px; color:#0e1d31; line-height:1.2; font-size:2.2rem; font-weight:800; margin-top:3rem; margin-bottom:1rem; letter-spacing:-0.015em; -webkit-text-stroke:0.2px currentColor\">What affects the cost of AI agent development services in India?<\/h2>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">The task, data, system connections and level of control determine the work that must be priced. A provider&#8217;s hourly rate cannot show the total cost without the effort, exclusions and ongoing charges.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Separate the quote into two parts:<\/p>\n<ul style=\"box-sizing:border-box\">\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600\">Build costs:<\/strong> discovery, data preparation, integrations, agent logic, interface work, access controls, testing and deployment.<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600\">Running costs:<\/strong> model and API usage, hosting, platform licenses, monitoring, support and later changes.<\/li>\n<\/ul>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">A document assistant and an agent authorized to update orders should not be priced as equivalent scopes. The second proposal needs to explain transaction handling, permissions and recovery after failed actions, not simply add a connector name.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">To compare AI agent development services in India fairly, give providers the same task, sample inputs, expected usage and support needs. Ask each to mark what is fixed-price, usage-based or excluded. Include taxes, third-party charges and who pays when a connected service changes.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">For a pilot, agree a budget cap and request actual usage costs alongside the results. Use cost per successfully completed task, including necessary human review, rather than treating a cheap model response as the cost of a finished job. There is no useful universal project price without a defined scope.<\/p>\n<h2 id=\"how-long-does-ai-agent-development-take\" style=\"box-sizing:border-box; scroll-margin-top:100px; color:#0e1d31; line-height:1.2; font-size:2.2rem; font-weight:800; margin-top:3rem; margin-bottom:1rem; letter-spacing:-0.015em; -webkit-text-stroke:0.2px currentColor\">How long does AI agent development take?<\/h2>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Delivery time depends on more than building the agent logic. Data access, API permissions, business decisions and acceptance testing can hold up a project even when a demonstration works.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Prepare examples of the task, including exceptions; identify who owns the relevant systems; and confirm what data can be used for development. If the provider cannot access the required API or the business has not agreed an approval rule, ask how that dependency affects its estimate.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Use milestones with evidence:<\/p>\n<ol style=\"box-sizing:border-box\">\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600\">Feasibility:<\/strong> Show that the required data and system access are available, or identify the missing dependency.<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600\">Bounded pilot:<\/strong> Test a narrow task against agreed examples, including failures and escalation.<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600\">Controlled rollout:<\/strong> Introduce real usage with monitoring, access limits and a way to stop the system.<\/li>\n<li style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">\n<strong style=\"box-sizing:border-box; color:#0e1d31; font-weight:600\">Handover:<\/strong> Confirm who can operate it, change it and investigate mistakes.<\/li>\n<\/ol>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Agree what must pass before expanding the scope. A demo date and a production-ready date should be separate commitments.<\/p>\n<h2 id=\"how-to-choose-an-ai-agent-development-company\" style=\"box-sizing:border-box; scroll-margin-top:100px; color:#0e1d31; line-height:1.2; font-size:2.2rem; font-weight:800; margin-top:3rem; margin-bottom:1rem; letter-spacing:-0.015em; -webkit-text-stroke:0.2px currentColor\">How to choose an AI agent development company<\/h2>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">First confirm whether the provider accepts a pilot of your size, who would deliver it and what minimum engagement or support commitment applies. Then ask it to demonstrate the task with realistic inputs. Relevant past work does not replace tests of your proposed system.<\/p>\n<h3 id=\"test-the-failures-not-only-the-successful-answer\" style=\"box-sizing:border-box; scroll-margin-top:100px; color:#ee4865; line-height:1.3; font-size:1.5rem; font-weight:800; margin-bottom:1rem; -webkit-text-stroke:0.15px currentColor\">Test the failures, not only the successful answer<\/h3>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Use a small set of permitted, representative examples with expected results. Include missing data, conflicting records, denied permissions and unavailable APIs. Keep some examples out of the development set so the final test is not only a replay of known cases.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">For an illustrative refund agent, check that a payment-system timeout does not cause a duplicate refund on retry. Ask the provider to demonstrate how it checks the original transaction before sending another request. Also test an amount above the approval limit and a request for another customer&#8217;s order.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Record completed tasks, wrong answers, incorrect actions, escalations and operating cost. Compare them with the current process. Agree the acceptable thresholds before the pilot; a polished demo should not set its own pass mark afterward.<\/p>\n<h3 id=\"check-access-data-handling-and-approval\" style=\"box-sizing:border-box; scroll-margin-top:100px; color:#ee4865; line-height:1.3; font-size:1.5rem; font-weight:800; margin-bottom:1rem; -webkit-text-stroke:0.15px currentColor\">Check access, data handling and approval<\/h3>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">For enterprise AI agent development services, ask for the actual data flow: what leaves your systems, which providers receive it, where it is stored and how long logs and uploaded files remain available. Confirm training-use and retention terms for the specific services in the proposal, not AI providers in general.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Define permissions in the connected systems, not only in the agent&#8217;s instructions. Specify which records it can read, which actions it can take and which need approval. Price changes, payments, sensitive messages and deletion deserve explicit rules based on your business risk. This is human-in-the-loop control: a person approves selected actions before they run.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Test prompt injection: instructions in a document or message that try to make the agent ignore its approved task. Review access restrictions and action logs with the team responsible for security. Let your legal and compliance advisers identify the requirements for your data and market; \u201ccompliant AI\u201d alone is not an adequate contract term.<\/p>\n<h3 id=\"confirm-ownership-handover-and-support\" style=\"box-sizing:border-box; scroll-margin-top:100px; color:#ee4865; line-height:1.3; font-size:1.5rem; font-weight:800; margin-bottom:1rem; -webkit-text-stroke:0.15px currentColor\">Confirm ownership, handover and support<\/h3>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Before signing, ask for a list of what you receive: source code, prompts, configurations, evaluation cases, deployment instructions and access to required accounts. Separate customer-owned work from third-party models and licensed platforms.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">State who owns your uploaded data and the records the system produces. Ask what must change if you replace the model or development provider, what can be exported and what migration and retesting would cost.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Check whether another team could operate the system using the handover materials. Agree how data is exported, accounts are transferred and access is removed when the engagement ends. A custom interface does not remove dependence on a paid platform underneath it.<\/p>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Support should name the responsible team, operating hours, response commitments and maintenance scope. Ask who fixes a broken connector, tests a new model version and handles an unexpected usage bill. If those are separate services, price them before launch.<\/p>\n<h2 id=\"frequently-asked-questions\" style=\"box-sizing:border-box; scroll-margin-top:100px; color:#0e1d31; line-height:1.2; font-size:2.2rem; font-weight:800; margin-top:3rem; margin-bottom:1rem; letter-spacing:-0.015em; -webkit-text-stroke:0.2px currentColor\">Frequently asked questions<\/h2>\n<details class=\"slg-faq\" style=\"box-sizing:border-box; border:1px solid #e2e8f0; border-radius:12px; margin:1rem 0; padding:0 1.1rem; width:100%; max-width:780px\"><summary style=\"box-sizing:border-box; cursor:pointer; padding:1rem 0; color:#ee4865; font-size:1.15rem; font-weight:600; line-height:1.45\">What should we prepare before discussing our project?<\/summary><div class=\"slg-answer\" style=\"box-sizing:border-box; padding-bottom:0.25rem\"><p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Describe the workflow, the people involved, the systems it uses and the result you want. Sample documents or test data can help define the scope.<\/p><\/div><\/details><details class=\"slg-faq\" style=\"box-sizing:border-box; border:1px solid #e2e8f0; border-radius:12px; margin:1rem 0; padding:0 1.1rem; width:100%; max-width:780px\"><summary style=\"box-sizing:border-box; cursor:pointer; padding:1rem 0; color:#ee4865; font-size:1.15rem; font-weight:600; line-height:1.45\">Can an AI agent work with our existing software?<\/summary><div class=\"slg-answer\" style=\"box-sizing:border-box; padding-bottom:0.25rem\"><p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">This depends on the software\u2019s APIs, access rules and available data. The first step is to check those connections and define what the agent can read or change.<\/p><\/div><\/details><details class=\"slg-faq\" style=\"box-sizing:border-box; border:1px solid #e2e8f0; border-radius:12px; margin:1rem 0; padding:0 1.1rem; width:100%; max-width:780px\"><summary style=\"box-sizing:border-box; cursor:pointer; padding:1rem 0; color:#ee4865; font-size:1.15rem; font-weight:600; line-height:1.45\">Can we start with one workflow before expanding?<\/summary><div class=\"slg-answer\" style=\"box-sizing:border-box; padding-bottom:0.25rem\"><p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">A focused first build can help test the approach. Agree on the task, approval steps and success measures before adding more workflows.<\/p><\/div><\/details><h2 id=\"bring-a-defined-task-to-the-first-conversation\" style=\"box-sizing:border-box; scroll-margin-top:100px; color:#0e1d31; line-height:1.2; font-size:2.2rem; font-weight:800; margin-top:3rem; margin-bottom:1rem; letter-spacing:-0.015em; -webkit-text-stroke:0.2px currentColor\">Bring a defined task to the first conversation<\/h2>\n<p style=\"box-sizing:border-box; font-size:1rem; margin-bottom:1rem; color:#334155\">Send shortlisted providers a short brief describing the current process, the result you need, the systems involved and the actions that require approval. Add expected usage, sample-data availability, budget constraints and support needs. This gives the provider something more useful to price than \u201can AI agent for our business.\u201d<\/p>\n<section aria-labelledby=\"bring-a-defined-task-to-the-first-conversation\" class=\"cta-section\" style=\"box-sizing:border-box; background-color:#0e1d31; color:#fff; padding:1.5rem; border-radius:12px; text-align:center; margin:2rem 0; width:fit-content; max-width:720px\">\n<p style=\"box-sizing:border-box; font-size:1.25rem; margin-bottom:1rem; color:#fff; font-weight:500\">Have a workflow you want to automate? Tell us how it works today and what you want to change.<\/p>\n<a class=\"cta-button\" href=\"https:\/\/www.softlabsgroup.com\/contact-us\" style=\"box-sizing:border-box; color:#fff; text-decoration:none; font-weight:600; display:inline-block; background-color:#ee4865; padding:0.75rem 1.5rem; border-radius:8px; transition:background-color 0.3s ease\">Contact Us Today<\/a><\/section>\n<\/div>\n<script type=\"application\/ld+json\">{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@graph\": [\n    {\n      \"@type\": \"ItemList\",\n      \"name\": \"AI Agent Development Companies in India\",\n      \"itemListOrder\": \"https:\/\/schema.org\/ItemListUnordered\",\n      \"numberOfItems\": 6,\n      \"itemListElement\": [\n        {\n          \"@type\": \"ListItem\",\n          \"position\": 1,\n          \"name\": \"Softlabs Group\",\n          \"url\": \"https:\/\/www.softlabsgroup.com\/blogs\/custom-ai-agent-development-companies-in-india\/#softlabs-group\"\n        },\n        {\n          \"@type\": \"ListItem\",\n          \"position\": 2,\n          \"name\": \"Maruti Techlabs\",\n          \"url\": \"https:\/\/www.softlabsgroup.com\/blogs\/custom-ai-agent-development-companies-in-india\/#2-maruti-techlabs\"\n        },\n        {\n          \"@type\": \"ListItem\",\n          \"position\": 3,\n          \"name\": \"Appinventiv\",\n          \"url\": \"https:\/\/www.softlabsgroup.com\/blogs\/custom-ai-agent-development-companies-in-india\/#3-appinventiv\"\n        },\n        {\n          \"@type\": \"ListItem\",\n          \"position\": 4,\n          \"name\": \"Signity Solutions\",\n          \"url\": \"https:\/\/www.softlabsgroup.com\/blogs\/custom-ai-agent-development-companies-in-india\/#4-signity-solutions\"\n        },\n        {\n          \"@type\": \"ListItem\",\n          \"position\": 5,\n          \"name\": \"MindInventory\",\n          \"url\": \"https:\/\/www.softlabsgroup.com\/blogs\/custom-ai-agent-development-companies-in-india\/#5-mindinventory\"\n        },\n        {\n          \"@type\": \"ListItem\",\n          \"position\": 6,\n          \"name\": \"Kellton\",\n          \"url\": \"https:\/\/www.softlabsgroup.com\/blogs\/custom-ai-agent-development-companies-in-india\/#6-kellton\"\n        }\n      ]\n    },\n    {\n      \"@type\": \"FAQPage\",\n      \"mainEntity\": [\n        {\n          \"@type\": \"Question\",\n          \"name\": \"What should we prepare before discussing our project?\",\n          \"acceptedAnswer\": {\n            \"@type\": \"Answer\",\n            \"text\": \"Describe the workflow, the people involved, the systems it uses and the result you want. 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Ask what the agent can read, what it can change and when a &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/www.softlabsgroup.com\/blogs\/custom-ai-agent-development-companies-in-india\/\"> <span class=\"screen-reader-text\">Custom AI Agent Development Services in India 2026<\/span> Read More &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":8419,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"footnotes":""},"categories":[16],"tags":[130,129,128],"class_list":["post-7328","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","tag-ai-agent-development-companies","tag-custom-ai-agent-companies-india","tag-custom-ai-agent-development-companies"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI Agent Development Services in India | 2026 Comparison<\/title>\n<meta name=\"description\" content=\"Compare AI agent development services in India. 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