{"id":218125,"date":"2026-09-10T07:43:05","date_gmt":"2026-09-10T07:43:05","guid":{"rendered":"https:\/\/10pearls.com\/uk\/?p=218125"},"modified":"2026-09-24T07:58:00","modified_gmt":"2026-09-24T07:58:00","slug":"scaling-ai-in-hospitals","status":"publish","type":"post","link":"https:\/\/10pearls.com\/uk\/blog\/scaling-ai-in-hospitals\/","title":{"rendered":"AI in Hospitals: Scaling Pilots to Production"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"218125\" class=\"elementor elementor-218125\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a95d3b7 e-flex e-con-boxed e-con e-parent\" data-id=\"a95d3b7\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a869c59 elementor-widget__width-initial indigo-h1 elementor-widget elementor-widget-heading\" data-id=\"a869c59\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">From Proof of \nConcept to ROI: \nScaling AI in Hospitals<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4400628 elementor-icon-list--layout-inline elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"4400628\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"81\" height=\"81\" viewBox=\"0 0 81 81\" fill=\"none\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M41.9662 0.167969C54.7101 0.167969 65.9976 6.21222 73.207 15.5335C70.8038 14.2955 68.1822 13.4216 65.5606 12.8391L64.2498 12.6206L62.5749 12.4749H57.9871L56.1665 12.6206C45.1704 14.514 36.8686 22.2331 33.8829 32.6467C33.2275 34.9771 32.9362 37.3074 32.9362 39.7105C32.9362 44.5168 34.1014 49.2502 36.5773 53.4011C40.7282 60.392 48.0104 65.4168 56.5306 66.5819L58.3512 66.7276H62.7934L64.6139 66.5819C67.5996 66.0722 70.4397 65.1255 73.0613 63.7419C65.5606 73.4272 53.5449 79.5443 40.2184 78.9617C19.8282 78.0879 3.29751 61.5572 2.49646 41.1669C1.69541 18.7377 19.6825 0.167969 41.9662 0.167969ZM21.8672 65.6353H30.8972V14.1499H12.4003L17.862 23.4711H21.8672V65.6353Z\" fill=\"black\"><\/path><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M60.5396 20.9219C70.8803 20.9219 79.2549 29.2964 79.2549 39.6372C79.2549 49.978 70.8803 58.3526 60.5396 58.3526C50.1988 58.3526 41.8242 49.978 41.8242 39.6372C41.8242 29.2964 50.1988 20.9219 60.5396 20.9219Z\" fill=\"black\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">10Pearls Editorial Team<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">10 min read<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-97ddc07 e-flex e-con-boxed e-con e-parent\" data-id=\"97ddc07\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-c7c8361 e-con-full e-flex e-con e-child\" data-id=\"c7c8361\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6531063 elementor-widget elementor-widget-heading\" data-id=\"6531063\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Summary<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69e2512 elementor-widget elementor-widget-text-editor\" data-id=\"69e2512\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span class=\"NormalTextRun SCXW187551087 BCX8\">In this blog, we discuss why most AI pilots in hospitals\u00a0<\/span><span class=\"NormalTextRun SCXW187551087 BCX8\">don&#8217;t<\/span><span class=\"NormalTextRun SCXW187551087 BCX8\">\u00a0reach production, what scaling AI in hospital settings\u00a0<\/span><span class=\"NormalTextRun SCXW187551087 BCX8\">means<\/span><span class=\"NormalTextRun SCXW187551087 BCX8\">,<\/span><span class=\"NormalTextRun SCXW187551087 BCX8\">\u00a0and a structured way to take pilots and proof-of-concepts (<\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW187551087 BCX8\">PoCs<\/span><span class=\"NormalTextRun SCXW187551087 BCX8\">) to scalable production-stage solutions.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ddbf221 e-con-full e-flex e-con e-child\" data-id=\"ddbf221\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-0ab2768 e-con-full e-flex e-con e-child\" data-id=\"0ab2768\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-03999c7 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"03999c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tAn American Hospital Association survey identified that at least <a href=\"https:\/\/www.aha.org\/aha-center-health-innovation-market-scan\/2026-05-12-4-health-systems-transforming-care-ai\" target=\"_blank\" rel=\"noreferrer noopener\">71% <\/a>of hospitals have integrated predictive AI tools with their Electronic Health Records (EHRs). It\u2019s reasonable to infer that a much higher percentage of hospitals have AI pilots for their administrative and care functions.\nHowever, the gap between pilots and production-grade AI is massive, as only about <a href=\"https:\/\/www.bvp.com\/atlas\/the-healthcare-ai-adoption-index\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">30% of <\/a>Proof of Concepts (PoCs) reach production. For AI in hospitals, the pilot-to-production gap exists in multiple dimensions, including <a href=\"\/blog\/ai-data-readiness-roadmap-guidance\/\">AI data readiness<\/a>, governance, security, and legacy integration costs. Unfortunately, less than 10% are investing in the infrastructure necessary for enterprise-wide AI deployments.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b942bfb indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"b942bfb\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"01\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Why most hospital AI never leaves the \npilot stage<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea623a0 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"ea623a0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span class=\"TextRun SCXW48645506 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW48645506 BCX8\">From integration challenges to weak data foundations, there are several factors why AI pilots\u00a0<\/span><span class=\"NormalTextRun SCXW48645506 BCX8\">don\u2019t<\/span><span class=\"NormalTextRun SCXW48645506 BCX8\">\u00a0scale. These are common across industries, but healthcare also has unique AI adoption challenges and scalability constraints.\u00a0<\/span><\/span><span class=\"EOP Selected SCXW48645506 BCX8\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:278}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b9cc1b section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"5b9cc1b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><b><span data-contrast=\"auto\">Lack of data readiness:\u00a0<\/span><\/b><span data-contrast=\"auto\">Pilots run on clean, well-sorted data sets,\u00a0whereas\u00a0the data environment in the production stage is messy, fragmented, and non-standardized. Scaling AI pilots in such environments requires structural changes in solutions and critical changes in data architecture, including new pipelines and embedded data transformation.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:278}\">\u00a0<\/span><\/p><p><b><span data-contrast=\"auto\">No pre-defined success criteria:\u00a0<\/span><\/b><span data-contrast=\"auto\">Many AI pilots focus on showcasing AI capabilities in certain healthcare scenarios, like enhancing diagnostic accuracy or personalizing care. However, success in production requires these systems to work with operational constraints and strict clinical boundaries. Without pre-defined production success criteria, promising pilots stall when\u00a0it&#8217;s\u00a0time to scale.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:278}\">\u00a0<\/span><\/p><p><b><span data-contrast=\"auto\">Governance is bolted on, not embedded:\u00a0<\/span><\/b><span data-contrast=\"auto\">An AI pilot working in isolation may not touch many access, policy, and compliance boundaries it would in production, so relevant controls\u00a0aren\u2019t\u00a0built in and instead, deferred for later. Wrapping these controls from the outside may significantly undermine the AI solution\u2019s efficiency, scalability, and auditability, while delaying AI implementation in healthcare organizations.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:278}\">\u00a0<\/span><\/p><p><b><span data-contrast=\"auto\">Legacy integration constraints:\u00a0<\/span><\/b><span data-contrast=\"auto\">Surfacing AI-ready data from legacy systems and delivering it to AI systems at the required cadence (real-time or batch) is critical for production-stage operations. From custom connectors to new data pipelines, significant custom work might be needed to align legacy infrastructure to\u00a0<\/span><a href=\"\/blog\/practical-ai-solutions-healthcare\/\"><span data-contrast=\"none\">healthcare\u00a0AI solutions<\/span><\/a><span data-contrast=\"auto\">.<\/span><span data-contrast=\"auto\">\u00a0The complexity multiplies based on how many and how closed off the legacy systems are.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:278}\">\u00a0<\/span><\/p><p><b><span data-contrast=\"auto\">Evolution and adaptability:\u00a0<\/span><\/b><span data-contrast=\"auto\">A\u00a0<\/span><a href=\"\/artificial-intelligence\/custom-ai-solutions\/\"><span data-contrast=\"none\">custom\u00a0AI solution<\/span><\/a><span data-contrast=\"auto\">\u00a0that can solve a specific problem in pilot stage but cannot adapt to changing problem parameters cannot scale well. Like an AI medical imaging system that cannot adapt to different imaging equipment than what it was trained on or population drift (more children than adults being scanned), may become a liability in production.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:278}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">MLOps\u00a0is critical to\u00a0<\/span><span data-contrast=\"auto\">push\u00a0<\/span><a href=\"\/blog\/enterprise-ai-pilot-to-production\/\"><span data-contrast=\"none\">AI pilots\u00a0to production<\/span><\/a><span data-contrast=\"auto\">\u00a0and stay\u00a0viable\u00a0and\u00a0accurate\u00a0over time, without requiring significant manual attention and monitoring for model and data drift. Lack of\u00a0MLOps\u00a0can be as\u00a0big\u00a0a roadblock against scaling AI in hospitals as a proper data foundation or integration ecosystem.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:278}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-63dce29 section-head-margin-bottom elementor-widget elementor-widget-image\" data-id=\"63dce29\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"860\" height=\"455\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/Scaling-AI-in-Hospitals-Image.webp\" class=\"attachment-large size-large wp-image-218131\" alt=\"\" srcset=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/Scaling-AI-in-Hospitals-Image.webp 860w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/Scaling-AI-in-Hospitals-Image-300x159.webp 300w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/Scaling-AI-in-Hospitals-Image-768x406.webp 768w\" sizes=\"auto, (max-width: 860px) 100vw, 860px\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e3bda34 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"e3bda34\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"02\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What \u201cscaling AI\u201d actually means in a traditional hospital.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f169a99 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"f169a99\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span data-contrast=\"auto\">AI adoption in healthcare has accelerated enough to scale to be the next logical frontier. But concentrated efforts towards scaling AI in hospitals require a clear understanding of what it\u00a0actually covers. An AI that scales in a traditional hospital:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:278}\">\u00a0<\/span><\/p><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Runs inside existing systems, not alongside them.\u00a0It\u2019s\u00a0embedded in EHR, PACS, or contact center workflows rather than a separate tool clinicians\u00a0have to\u00a0open.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:720,&quot;335559738&quot;:240,&quot;335559739&quot;:120,&quot;335559740&quot;:278,&quot;335559991&quot;:242}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Is built on\u00a0a shared\u00a0data and AI foundation. That includes common pipelines, governance, and infrastructure that new use cases can plug into, instead of temporary\/test builds per pilot.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:720,&quot;335559738&quot;:120,&quot;335559739&quot;:120,&quot;335559740&quot;:278,&quot;335559991&quot;:242}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">Works across the full patient or operational journey and is measured end to end (e.g., intake to discharge, or first contact to resolution), not just the narrow slice a pilot\u00a0demonstrated.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:720,&quot;335559738&quot;:120,&quot;335559739&quot;:120,&quot;335559740&quot;:278,&quot;335559991&quot;:242}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"auto\">Is\u00a0governed and auditable by design with access controls, explainability, and compliance built into the system, not layered on after.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:720,&quot;335559738&quot;:120,&quot;335559739&quot;:120,&quot;335559740&quot;:278,&quot;335559991&quot;:242}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"5\" data-aria-level=\"1\"><span data-contrast=\"auto\">Sustains performance over time and includes monitoring for model and data drift, without constant manual recalibration.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:720,&quot;335559738&quot;:120,&quot;335559739&quot;:120,&quot;335559740&quot;:278,&quot;335559991&quot;:242}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"6\" data-aria-level=\"1\"><span data-contrast=\"auto\">Delivers measurable outcomes across both administrative (time\/cost saved, throughput) and clinical workflows\/streams (accuracy, safety, care quality), tracked against the criteria set before the scaling starts.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:720,&quot;335559738&quot;:120,&quot;335559739&quot;:120,&quot;335559740&quot;:278,&quot;335559991&quot;:242}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"7\" data-aria-level=\"1\"><span data-contrast=\"auto\">Improves the experience for the people using it, which includes clinicians, administrative staff, and patients all interacting with something that reduces friction rather than adding a new system to manage.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:720,&quot;335559738&quot;:120,&quot;335559739&quot;:120,&quot;335559740&quot;:278,&quot;335559991&quot;:242}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"8\" data-aria-level=\"1\"><span data-contrast=\"auto\">Extends to new departments or use cases without needing rebuilds from scratch. A reusable foundation serves as the real dividing line between &#8220;a pilot that worked twice&#8221; and &#8220;an AI capability that scaled.&#8221;<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:720,&quot;335559738&quot;:120,&quot;335559739&quot;:240,&quot;335559740&quot;:278,&quot;335559991&quot;:242}\">\u00a0<\/span><\/li><\/ul><p><span data-contrast=\"auto\">Scaling AI in digital-native healthcare systems is radically different from scaling it in traditional hospitals because the former\u00a0doesn\u2019t\u00a0have the same data and digital architecture constraints.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:278}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aa8440a indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"aa8440a\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"03\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The high-ROI use cases that scale first<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fee487c section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"fee487c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span class=\"TextRun SCXW179263640 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW179263640 BCX8\">A pragmatic AI implementation strategy for healthcare organizations <\/span><span class=\"NormalTextRun SCXW179263640 BCX8\">identifies <\/span><span class=\"NormalTextRun SCXW179263640 BCX8\">which high AI ROI use cases can scale earlier and faster than others. That <\/span><span class=\"NormalTextRun SCXW179263640 BCX8\">doesn\u2019t<\/span><span class=\"NormalTextRun SCXW179263640 BCX8\">\u00a0diminish the AI initiatives with a longer path to maturity, but early wins build the confidence and evidence base that shape future investment decisions.<\/span><\/span><span class=\"EOP Selected SCXW179263640 BCX8\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:278}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-065cbcf mi-table section-head-margin-bottom elementor-widget elementor-widget-html\" data-id=\"065cbcf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<div class=\"mi-table\">\r\n  <table>\r\n    <thead>\r\n      <tr>\r\n        <th>Use case<\/th>\r\n        <th>ROI driver<\/th>\r\n        <th>Time-to-value<\/th>\r\n        <th>Data dependency<\/th>\r\n      <\/tr>\r\n    <\/thead>\r\n    <tbody>\r\n      <tr>\r\n        <td>Ambient clinical documentation &amp; coding<\/td>\r\n        <td>Direct clinician time savings, reduced burnout, faster coding cycle<\/td>\r\n        <td>Fastest: 3\u20136 months<\/td>\r\n        <td>EHR-integrated audio\/text capture, org-specific charting patterns<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td><a href=\"\/blog\/next-gen-prior-authorization\/\" target=\"_blank\" rel=\"noopener\">Prior authorization<\/a> &amp; revenue cycle automation<\/td>\r\n        <td>Reduced denial rates, faster claims turnaround, recovered margin<\/td>\r\n        <td>Fast \u2014 3\u20136 months<\/td>\r\n        <td>Claims history, payer rules, denial patterns<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td>Predictive analytics (sepsis, readmission risk, etc.)<\/td>\r\n        <td>Earlier intervention, reduced length of stay, avoided penalties<\/td>\r\n        <td>Moderate \u2014 6\u201312 months<\/td>\r\n        <td>Longitudinal EHR data, clean labeling of historical outcomes<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td>AI medical imaging &amp; diagnostic triage<\/td>\r\n        <td>Faster time-to-treatment, mortality\/morbidity reduction in high-acuity cases<\/td>\r\n        <td>Moderate\u2014slow (often a buy, not build)<\/td>\r\n        <td>Imaging archive quality (PACS), FDA-cleared model fit<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td>Operational (scheduling, bed management, supply chain, contact center)<\/td>\r\n        <td>Throughput, staffing efficiency, reduced administrative cost<\/td>\r\n        <td>Fast \u2014 3\u20136 months<\/td>\r\n        <td>Operational systems data, often less clinically sensitive<\/td>\r\n      <\/tr>\r\n    <\/tbody>\r\n  <\/table>\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0e17ee3 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"0e17ee3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span data-contrast=\"auto\">While these use cases are grounded in the current state of\u00a0AI adoption\u00a0across healthcare, they\u00a0represent\u00a0a broad snapshot. For many healthcare organizations, specific care-delivery, decision-making, or administrative use cases for AI in hospitals may get a higher priority.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:278}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Time-to-value is also tied to variables beyond the use case itself. An organization with a strong data foundation and well-defined workflows might reach value in months on an initiative that takes another organization, starting from a weaker foundation, well over a year.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:278}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-84edb83 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"84edb83\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"04\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The POC-to-ROI operating model<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5436196 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"5436196\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span class=\"NormalTextRun SCXW211464534 BCX8\">The pathways from an AI pilot\/PoC to an ROI-generating production-stage system can vary\u00a0<\/span><span class=\"NormalTextRun SCXW211464534 BCX8\">greatly even<\/span><span class=\"NormalTextRun SCXW211464534 BCX8\"> within the healthcare industry. The variation comes from multiple sources: the nature and scope of the pilot, deployment environment, data architecture, and integration ecosystem all shape how complex and lengthy the path to production will be. But there are some common elements across all such initiatives that can be combined in a PoC-to-ROI operating model that healthcare organizations can follow when scaling their AI pilots.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e7ce594 e-grid e-con-full section-head-margin-bottom e-con e-child\" data-id=\"e7ce594\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cb5cbf5 elementor-position-inline-start indigo-h3 elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"cb5cbf5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-star\" viewBox=\"0 0 576 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M259.3 17.8L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tDefine\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tThe first critical step is to define what the scaled version of the PoC will look like, what systems it will interact with and how, and who will be responsible for what. This includes:<br><br>\n<li><strong>Success metrics:<\/strong> These metrics should be clear but also flexible and considerate of the evolving nature of viable AI systems. They should clarify what success looks like for the first stable version of the scaled-up AI system and in the long-term (three to five years).<\/li>\n\n<li><strong>Scope:<\/strong> The full operational and architectural scope of the scaled-up AI system, including its capabilities, data ingestion requirements, boundaries, and dependencies.<\/li>\n\n<li><strong>Stakeholders &amp; accountability:<\/strong> Who is responsible for AI inputs and interpreting AI outputs. What happens when the system flags a problem? Can patients accept AI recommendations or get them double-checked by their physician? All such questions should be answered at this stage.<\/li>\n\n<li><strong>Governance requirements:<\/strong> The consent, compliance, and data-handling rules the scaled version must satisfy. It should be decided at this stage to streamline AI governance in production.<\/li>\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-07bb1e8 elementor-position-inline-start indigo-h3 elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"07bb1e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-star\" viewBox=\"0 0 576 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M259.3 17.8L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tIntegrate\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tIntegration is a critical stage in scaling AI pilots. It determines what data feeds into the AI system, and how that system connects to existing  <a href=\"\/industry-healthcare\/\" target=\"_blank\" rel=\"noopener\">healthcare software solutions<\/a>  and platforms, especially legacy ones. This includes:<br><br>\n<li><strong>Data architecture:<\/strong>  Evolving from the clean, curated data sets used in pilots to the messy, fragmented data sources of a production environment is one of the most critical steps in scaling, and often the most underestimated. Pilots rarely reveal how much work this takes, because they're built to avoid it. <\/li>\n  <li><strong>Legacy connectivity:<\/strong> Most hospital systems, EHRs, and PACS platforms weren\u2019t designed with real-time AI integration in mind. Connecting to them often requires custom connectors and new pipelines, and the effort multiplies depending on how many systems are involved and how closed off they are.<\/li>\n\n  <li><strong>Human oversight during rollout:<\/strong> No AI system can and should earn unsupervised trust on day one. Early in <a href=\"https:\/\/10pearls.com\/blog\/ai-integration-strategy-enterprise-framework\/\" target=\"_blank\" rel=\"noopener\">AI integration strategy<\/a>, a human reviewer should stay in the loop on AI output, not because the model can\u2019t be trusted long-term, but because confidence in a new system has to be built, not assumed.<\/li>\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-efb9955 elementor-position-inline-start indigo-h3 elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"efb9955\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-star\" viewBox=\"0 0 576 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M259.3 17.8L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tEmbed\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tEmbed is where the governance requirements outlined in the Define stage grow from being just a policy document to become part of how the system works. This includes: <br><br>\n<li><strong>Consent and compliance mechanisms:<\/strong> Whatever consent and data-handling rules were defined earlier now need to be built into the system itself, not bolted on once the AI is already running. For a lot of healthcare use cases, this isn\u2019t optional. It\u2019s the difference between a pilot that can legally serve a patient and one that can\u2019t.<\/li>\n\n  <li><strong>Explainability:<\/strong> Clinicians and patients need to understand <em>why<\/em> the system produced a given output, not just <em>what<\/em> it produced. This especially matters in outputs and decisions where an AI system\u2019s judgment might be questioned.<\/li>\n\n  <li><strong>Audit trails and override paths:<\/strong> Every decision the system makes, or influences, should be traceable, and there should be a clear path for a human to override it. This is also where the accountability questions from the Define stage get tested.<\/li>\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a5a45f2 elementor-position-inline-start indigo-h3 elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"a5a45f2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-star\" viewBox=\"0 0 576 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M259.3 17.8L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tOperate\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tMost pilots never reach this stage where the AI system is not just in production, but has to hold up over time, often against changing requirements. This includes:  <br><br>\n <li><strong>Drift monitoring:<\/strong> AI models can degrade as the data they ingest in production shifts away from what they were trained on. A model tuned on one specialty's charting patterns, or one hospital's patient population, may not generalize well as it expands. Tracking performance against the success metrics set in the Define stage is how this gets caught early instead of late.<\/li>\n\n  <li><strong>A continuous clinician feedback loop:<\/strong> Trust in an AI system isn't earned once at launch. It builds gradually, department by department, and it can also erode quickly if issues go unaddressed. Keeping clinicians in the loop after go-live matters as much as it does during the pilot.<\/li>\n\n  <li><strong>Expansion criteria:<\/strong> Once a system is working reliably in one unit or specialty, the question becomes what it takes to extend it to the next one. The foundation built in Integrate and Embed should make that expansion cheaper and faster each time and not require an almost fresh build from scratch.<\/li>\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c0a0930 e-con-full e-flex e-con e-child\" data-id=\"c0a0930\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8bb41fa elementor-widget elementor-widget-heading\" data-id=\"8bb41fa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">TABLE OF CONTENTS<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5247e71 elementor-widget elementor-widget-heading\" data-id=\"5247e71\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#01\">Why most hospital AI never leaves the pilot stage<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-90a3334 elementor-widget elementor-widget-heading\" data-id=\"90a3334\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#02\">What \u201cscaling AI\u201d actually means in a traditional hospital.<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d0badda elementor-widget elementor-widget-heading\" data-id=\"d0badda\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#03\">The high-ROI use cases that scale first<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7ac3191 elementor-widget elementor-widget-heading\" data-id=\"7ac3191\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#04\">The POC-to-ROI operating model<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b51cf61 elementor-widget elementor-widget-heading\" data-id=\"b51cf61\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#05\">How 10Pearls helps scale AI in hospitals   <\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-23e5b22 e-flex e-con-boxed e-con e-parent\" data-id=\"23e5b22\" data-element_type=\"container\" data-e-type=\"container\" id=\"05\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-e69d3f6 e-con-full e-flex e-con e-child\" data-id=\"e69d3f6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d3f0dfb e-con-full e-flex e-con e-child\" data-id=\"d3f0dfb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-da27892 e-con-full e-flex e-con e-child\" data-id=\"da27892\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-234e358 outsource-title elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"234e358\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How 10Pearls helps scale AI in hospitals <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-772f609 e-con-full e-flex e-con e-child\" data-id=\"772f609\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9ebf0a1 elementor-widget elementor-widget-text-editor\" data-id=\"9ebf0a1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span data-contrast=\"auto\">Scaling AI pilots in hospitals requires more than data, AI, and architectural\u00a0expertise. It requires a deep understanding of healthcare operations, security and compliance constraints, care delivery, administrative workflows, legacy systems, and the realities of data architecture inside a healthcare setting.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:278}\">\u00a0<\/span><\/p><p><a href=\"https:\/\/10pearls.com\/\"><span data-contrast=\"none\">10Pearls<\/span><\/a><span data-contrast=\"auto\">\u00a0brings both. As a seasoned\u00a0<\/span><a href=\"https:\/\/10pearls.com\/industry-healthcare\/ai-consulting\/\"><span data-contrast=\"none\">healthcare AI consulting<\/span><\/a><span data-contrast=\"auto\"> and development <\/span><span data-contrast=\"auto\">partner capable of developing HIPAA- and GDPR compliant systems, 10Pearls has the AI capabilities and the industry depth to help hospitals move AI pilots into production and help them evolve over time, as organizational needs change.\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-76844ae section-padding e-flex e-con-boxed e-con e-parent\" data-id=\"76844ae\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e2dfb69 indigo-h2 section-head-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"e2dfb69\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Insights<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f6711d4 elementor-widget elementor-widget-insights_section_widget\" data-id=\"f6711d4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"insights_section_widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n\t\t\/* \u2500\u2500 Widget wrapper \u2500\u2500 *\/\n\t\t#isw-f6711d4 {\n\t\t\tposition: relative;\n\t\t\tpadding: 0 40px; \/* space for arrows on left\/right *\/\n\t\t\tbox-sizing: border-box;\n\t\t}\n\t\t#isw-f6711d4 .isw-outer {\n\t\t\tposition: relative;\n\t\t\toverflow: hidden;\n\t\t\tpadding: 20px 0;\n\t\t\tmargin: -20px 0;\n\t\t}\n\t\t#isw-f6711d4 .isw-track {\n\t\t\tdisplay: flex;\n\t\t\tflex-direction: row;\n\t\t\tflex-wrap: nowrap;\n\t\t\tgap: 20px;\n\t\t\ttransition: transform .5s cubic-bezier(.25,.46,.45,.94);\n\t\t\twill-change: transform;\n\t\t\talign-items: stretch;\n\t\t\tvisibility: hidden;\n\t\t}\n\t\t#isw-f6711d4 .isw-slide { flex-shrink: 0; box-sizing: border-box; display: flex; }\n\n\t\t\/* \u2500\u2500 Card \u2014 no shadow by default, only on hover \u2500\u2500 *\/\n\t\t#isw-f6711d4 .isw-card {\n\t\t\tborder-radius: 16px; overflow: hidden; width: 100%; flex: 1;\n\t\t\tposition: relative; height: 380px; background: #fff;\n\t\t\tbox-shadow: none;\n\t\t\ttransition: box-shadow .3s ease;\n\t\t}\n\t\t#isw-f6711d4 .isw-card:hover {\n\t\t\tbox-shadow: 0px 14px 36px -8px rgba(99,102,241,0.2);\n\t\t}\n\n\t\t\/* Layer 1 \u2014 Image *\/\n\t\t#isw-f6711d4 .isw-img-wrap {\n\t\t\tposition: absolute; top: 0; left: 0;\n\t\t\twidth: 100%; height: 100%; z-index: 1;\n\t\t}\n\t\t#isw-f6711d4 .isw-img-wrap img {\n\t\t\twidth: 100%; height: 100%; display: block; object-fit: cover;\n\t\t}\n\n\t\t\/* Layer 2 \u2014 Text bar *\/\n\t\t#isw-f6711d4 .isw-text-wrap {\n\t\t\tposition: absolute; bottom: 0; left: 0;\n\t\t\twidth: 100%; height: 35%; z-index: 2;\n\t\t\tbackground: #fff; padding: 16px 24px 20px;\n\t\t\tbox-sizing: border-box; display: flex; flex-direction: column;\n\t\t\tgap: 8px; overflow: hidden;\n\t\t\ttransition: height .35s cubic-bezier(.4,0,.2,1);\n\t\t}\n\t\t#isw-f6711d4 .isw-card:hover .isw-text-wrap { height: 100%; }\n\n\t\t#isw-f6711d4 .isw-excerpt-wrap,\n\t\t#isw-f6711d4 .isw-readmore-wrap { display: none; }\n\t\t#isw-f6711d4 .isw-card:hover .isw-excerpt-wrap { display: block; }\n\t\t#isw-f6711d4 .isw-card:hover .isw-readmore-wrap { display: block; margin-top: auto; }\n\n\t\t\/* \u2500\u2500 Variation 2 overrides \u2500\u2500 *\/\n\t\t#isw-f6711d4.isw-v2 .isw-card {\n\t\t\theight: 530px;\n\t\t\tborder-radius: 15px;\n\t\t\tbox-shadow: none;\n\t\t}\n\t\t#isw-f6711d4.isw-v2 .isw-card:hover {\n\t\t\tbox-shadow: 0px 14px 36px -8px rgba(99,102,241,0.2);\n\t\t}\n\t\t#isw-f6711d4.isw-v2 .isw-img-wrap {\n\t\t\tposition: absolute; top: 0; left: 0;\n\t\t\twidth: 100%; height: 100%; z-index: 1;\n\t\t}\n\t\t#isw-f6711d4.isw-v2 .isw-img-wrap img {\n\t\t\twidth: 100%; height: 100%;\n\t\t\tposition: absolute; top: 0; left: 0;\n\t\t\tobject-fit: cover;\n\t\t}\n\t\t#isw-f6711d4.isw-v2 .isw-text-wrap {\n\t\t\tposition: absolute; bottom: 0; left: 0;\n\t\t\twidth: 100%; height: 120px; z-index: 2;\n\t\t\tpadding: 12px 20px;\n\t\t\tbox-sizing: border-box; display: flex;\n\t\t\tflex-direction: column; gap: 6px;\n\t\t\toverflow: hidden; justify-content: center;\n\t\t\ttransition: height .2s ease-in-out, padding .2s ease-in-out;\n\t\t}\n\t\t#isw-f6711d4.isw-v2 .isw-card:hover .isw-text-wrap {\n\t\t\theight: 100% !important;\n\t\t\tpadding: 24px 20px !important;\n\t\t\tjustify-content: flex-start !important;\n\t\t\toverflow-y: auto !important;\n\t\t}\n\t\t#isw-f6711d4.isw-v2 .isw-title { margin-bottom: 4px !important; margin-top: 0 !important; }\n\t\t#isw-f6711d4.isw-v2 .isw-excerpt { margin: 6px 0 !important; }\n\t\t#isw-f6711d4.isw-v2 .isw-readmore { text-decoration: none; display: inline-block; }\n\t\t#isw-f6711d4.isw-v2 .isw-card:hover .isw-excerpt-wrap { display: block; }\n\t\t#isw-f6711d4.isw-v2 .isw-card:hover .isw-readmore-wrap {\n\t\t\tdisplay: flex; justify-content: flex-end; margin-top: auto;\n\t\t}\n\n\t\t\/* \u2500\u2500 Tag \u2014 no underline, same for V1 and V2 \u2500\u2500 *\/\n\t\t#isw-f6711d4 .isw-tag {\n\t\t\tfont-family: \"Figtree\", sans-serif !important;\n\t\t\tfont-size: 14px !important;\n\t\t\tfont-weight: 600 !important;\n\t\t\ttext-transform: uppercase;\n\t\t\topacity: 0.75;\n\t\t\tmargin: 0;\n\t\t\tline-height: 18px;\n\t\t\tborder-bottom: none !important;\n\t\t\tdisplay: block;\n\t\t}\n\n\t\t\/* \u2500\u2500 Title \u2500\u2500 *\/\n\t\t#isw-f6711d4 .isw-title {\n\t\t\tfont-family: \"Figtree\", sans-serif !important;\n\t\t\tfont-size: 20px !important;\n\t\t\tfont-weight: 700 !important;\n\t\t\tline-height: 24px !important;\n\t\t\tcolor: #171616 !important;\n\t\t\tmargin: 0;\n\t\t\tdisplay: -webkit-box;\n\t\t\t-webkit-line-clamp: 3;\n\t\t\t-webkit-box-orient: vertical;\n\t\t\toverflow: hidden;\n\t\t}\n\t\t#isw-f6711d4 .isw-title a { color: inherit !important; text-decoration: none; }\n\n\t\t\/* \u2500\u2500 Arrows \u2014 outside the slider via widget padding \u2500\u2500 *\/\n\t\t#isw-f6711d4 .isw-prev,\n\t\t#isw-f6711d4 .isw-next {\n\t\t\tposition: absolute;\n\t\t\ttop: calc(50% - 30px); \/* vertically centered on card area *\/\n\t\t\ttransform: translateY(-50%);\n\t\t\tbackground: none !important;\n\t\t\tborder: none !important;\n\t\t\tbox-shadow: none !important;\n\t\t\tpadding: 0;\n\t\t\tcursor: pointer;\n\t\t\twidth: 24px; height: 24px;\n\t\t\tdisplay: flex;\n\t\t\talign-items: center; justify-content: center;\n\t\t\tz-index: 10;\n\t\t\toutline: none;\n\t\t}\n\t\t#isw-f6711d4 .isw-prev { left: 4px; }\n\t\t#isw-f6711d4 .isw-next { right: 4px; }\n\t\t#isw-f6711d4 .isw-prev::after,\n\t\t#isw-f6711d4 .isw-next::after,\n\t\t#isw-f6711d4 .isw-prev::before,\n\t\t#isw-f6711d4 .isw-next::before { display: none !important; content: none !important; }\n\t\t@media(max-width:768px){\n\t\t\t#isw-f6711d4 .isw-prev,\n\t\t\t#isw-f6711d4 .isw-next { display: none !important; }\n\t\t\t#isw-f6711d4 { padding: 0; }\n\t\t\t\/* V2 mobile: fixed image height, card height follows *\/\n\t\t\t#isw-f6711d4.isw-v2 .isw-card { height: 500px !important; }\n\t\t\t#isw-f6711d4.isw-v2 .isw-img-wrap { height: 402px !important; }\n\t\t\t#isw-f6711d4.isw-v2 .isw-img-wrap img { object-fit: fill !important; height: 95% !important; }\n\t\t}\n\n\t\t\/* Dots *\/\n\t\t#isw-f6711d4 .isw-dots {\n\t\t\tdisplay: flex;\n\t\t\talign-items: center;\n\t\t\tjustify-content: center;\n\t\t\tgap: 16px;\n\t\t\tmargin-top: 32px;\n\t\t\theight: 36px;\n\t\t\tbox-sizing: content-box;\n\t\t}\n\t\t#isw-f6711d4 .isw-dot {\n\t\t\twidth: 10px !important;\n\t\t\theight: 10px !important;\n\t\t\tborder-radius: 50% !important;\n\t\t\tbackground: var(--e-global-color-f527530) !important;\n\t\t\topacity: 0.25;\n\t\t\tcursor: pointer;\n\t\t\tborder: none !important;\n\t\t\tpadding: 0;\n\t\t\ttransition: width .25s ease, height .25s ease, opacity .25s ease, background .25s ease, border .25s ease;\n\t\t\tflex-shrink: 0;\n\t\t\tdisplay: block;\n\t\t\tbox-sizing: border-box;\n\t\t}\n\t\t#isw-f6711d4 .isw-dot.active {\n\t\t\twidth: 14px !important;\n\t\t\theight: 14px !important;\n\t\t\topacity: 1 !important;\n\t\t\tbackground: var(--e-global-color-5d532a8) !important;\n\t\t\tborder: 3px solid var(--e-global-color-f527530) !important;\n\t\t}\n\n\t\t\/* Read More *\/\n\t\t#isw-f6711d4 .isw-readmore {\n\t\t\tfont-size: 14px; font-weight: 600;\n\t\t\ttext-decoration: none; color: #171616 !important;\n\t\t\tborder-bottom: 1px solid #171616;\n\t\t\tdisplay: inline-block;\n\t\t}\n\t\t<\/style><div id=\"isw-f6711d4\" class=\"isw-v2\"><button class=\"isw-prev\" aria-label=\"Previous\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M15.75 19.5L8.25 12L15.75 4.5\" stroke=\"#000\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg><\/button><button class=\"isw-next\" aria-label=\"Next\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M8.25 4.5L15.75 12L8.25 19.5\" stroke=\"#000\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg><\/button><div class=\"isw-outer\"><div class=\"isw-track\"><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/ai-in-banking-use-cases\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/AI-in-Banking-Use-Cases-Main-Blog-Thumbnail-1024x1024.webp\" alt=\"AI in Banking Use Cases: What Works and What Stalls\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">Fintech<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/ai-in-banking-use-cases\/\">AI in Banking Use Cases: What Works and What Stalls<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">A guide to AI in banking use cases, from fraud detection to document processing, the risks that stall them, and...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/ai-in-banking-use-cases\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/alternative-data-in-ai-credit-underwriting\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/What-is-Alternative-Data-Main-Blog-Thumbnail-1024x1024.webp\" alt=\"What is Alternative Data in AI Credit Underwriting\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">Fintech<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/alternative-data-in-ai-credit-underwriting\/\">What is Alternative Data in AI Credit Underwriting<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">The CFPB dropped disparate impact from ECOA in April 2026. Here is what that changed for AI credit underwriting, and...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/alternative-data-in-ai-credit-underwriting\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/banking-as-a-service\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/banking-as-a-service-thumbnail.webp\" alt=\"Banking as a Service (BaaS): How It Works\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">Fintech<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/banking-as-a-service\/\">Banking as a Service (BaaS): How It Works<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">Learn what Banking as a Service (BaaS) is, how it powers embedded finance, and how non-banks integrate accounts, cards, payments,...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/banking-as-a-service\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/synthetic-identity-fraud\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/08\/Synthetic-Identity-Fraud-Featured-1024x1024.webp\" alt=\"Synthetic Identity Fraud Detection and Prevention\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">Fintech<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/synthetic-identity-fraud\/\">Synthetic Identity Fraud Detection and Prevention<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">Synthetic identity fraud is the fastest growing financial crime in the US. Understanding why that is and what its life...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/synthetic-identity-fraud\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/where-ai-creates-value-in-open-banking-data\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/06\/Main-5-1024x1024.webp\" alt=\"How AI creates value with open banking data\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">Fintech<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/where-ai-creates-value-in-open-banking-data\/\">How AI creates value with open banking data<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">Every fintech company with an open banking license in Saudi Arabia must build the basic infrastructure to receive open banking...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/where-ai-creates-value-in-open-banking-data\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/navigating-1033-compliance-in-fintech\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/01\/navigating-1033-compliance-thumb.jpg\" alt=\"Key strategies for navigating 1033 compliance in finance\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">Fintech<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/navigating-1033-compliance-in-fintech\/\">Key strategies for navigating 1033 compliance in finance<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">In its final rule, implementing section 1033 of the Dodd-Frank Act, the Consumer Financial Protection Bureau (CFPB) defined requirements that...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/navigating-1033-compliance-in-fintech\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/agile-fatigue-and-fundamental-misconceptions\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2024\/11\/agile-fatigue-and-fundamental-misconceptions-thumb.jpg\" alt=\"Explore common misconceptions of agile fatigue\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">Fintech<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/agile-fatigue-and-fundamental-misconceptions\/\">Explore common misconceptions of agile fatigue<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">Within the past few years, there has been relative fatigue in many organizations in adopting and implementing Agile practices, processes,...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/agile-fatigue-and-fundamental-misconceptions\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/fintech-app-development-companies\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2024\/09\/top-fintech-app-development-companies-feature-image-1024x1024.webp\" alt=\"Comparing the top 8 fintech app development companies to help you access transformative digital products faster and more cost-effectively\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">Fintech<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/fintech-app-development-companies\/\">Comparing the top 8 fintech app development companies to help you access transformative digital products faster and more cost-effectively<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">Fintech, or Financial Technology, is transforming financial services. The fintech industry has seen explosive growth over the past decade, and...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/fintech-app-development-companies\/\">Read More<\/a><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"isw-dots\"><\/div><\/div><script>(function(){\n\t\t\tvar id       = \"isw-f6711d4\";\n\t\t\tvar spvDesk  = 3;\n\t\t\tvar spvTab   = 2;\n\t\t\tvar gap      = 20;\n\t\t\tvar total    = 8;\n\t\t\tvar autoplay = true;\n\t\t\tvar autoSpd  = 5000;\n\t\t\tvar showDots = true;\n\n\t\t\tvar wrap  = document.getElementById(id);\n\t\t\tif(!wrap) return;\n\t\t\tvar outer  = wrap.querySelector(\".isw-outer\");\n\t\t\tvar track  = wrap.querySelector(\".isw-track\");\n\t\t\tvar slides = wrap.querySelectorAll(\".isw-slide\");\n\t\t\tvar dotsWrap = wrap.querySelector(\".isw-dots\");\n\t\t\tvar btnPrev  = wrap.querySelector(\".isw-prev\");\n\t\t\tvar btnNext  = wrap.querySelector(\".isw-next\");\n\n\t\t\tvar cur      = 0;\n\t\t\tvar timer    = null;\n\t\t\tvar spv      = spvDesk;\n\n\t\t\tfunction getSpv(){\n\t\t\t\tvar w = window.innerWidth;\n\t\t\t\tif(w <= 480)  return 1;\n\t\t\t\tif(w <= 900)  return spvTab;\n\t\t\t\treturn spvDesk;\n\t\t\t}\n\n\t\t\tfunction setSlideWidths(){\n\t\t\t\tspv = getSpv();\n\t\t\t\tvar outerW = outer.offsetWidth;\n\t\t\t\tvar slideW = (outerW - gap * (spv - 1)) \/ spv;\n\t\t\t\t[].forEach.call(slides, function(s){\n\t\t\t\t\ts.style.width    = slideW + \"px\";\n\t\t\t\t\ts.style.minWidth = slideW + \"px\";\n\t\t\t\t});\n\t\t\t}\n\n\t\t\tfunction maxPage(){ return Math.max(0, total - spv); }\n\n\t\t\tfunction goTo(n, instant){\n\t\t\t\tn = Math.max(0, Math.min(n, maxPage()));\n\t\t\t\tcur = n;\n\t\t\t\tsetSlideWidths();\n\t\t\t\tvar slideW = slides[0] ? slides[0].offsetWidth : 0;\n\t\t\t\tvar offset = cur * (slideW + gap);\n\t\t\t\ttrack.style.transition = instant ? \"none\" : \"transform .5s cubic-bezier(.25,.46,.45,.94)\";\n\t\t\t\ttrack.style.transform  = \"translateX(-\" + offset + \"px)\";\n\t\t\t\tupdDots();\n\t\t\t}\n\n\t\t\tfunction updDots(){\n\t\t\t\tif(!showDots || !dotsWrap) return;\n\t\t\t\tvar pages = maxPage() + 1;\n\t\t\t\t\/\/ Rebuild dots if count changed\n\t\t\t\tif(dotsWrap.children.length !== pages){\n\t\t\t\t\tdotsWrap.innerHTML = \"\";\n\t\t\t\t\tfor(var i=0;i<pages;i++){\n\t\t\t\t\t\t(function(idx){\n\t\t\t\t\t\t\tvar b = document.createElement(\"button\");\n\t\t\t\t\t\t\tb.className = \"isw-dot\" + (idx===0?\" active\":\"\");\n\t\t\t\t\t\t\tb.setAttribute(\"aria-label\",\"Page \"+(idx+1));\n\t\t\t\t\t\t\tb.addEventListener(\"click\",function(){ stopTimer(); goTo(idx); startTimer(); });\n\t\t\t\t\t\t\tdotsWrap.appendChild(b);\n\t\t\t\t\t\t})(i);\n\t\t\t\t\t}\n\t\t\t\t}\n\t\t\t\t[].forEach.call(dotsWrap.querySelectorAll(\".isw-dot\"),function(d,i){\n\t\t\t\t\td.classList.toggle(\"active\", i===cur);\n\t\t\t\t});\n\t\t\t}\n\n\t\t\tfunction stopTimer(){ clearInterval(timer); timer=null; }\n\t\t\tfunction startTimer(){\n\t\t\t\tif(!autoplay) return; stopTimer();\n\t\t\t\ttimer = setInterval(function(){\n\t\t\t\t\tgoTo(cur >= maxPage() ? 0 : cur + 1);\n\t\t\t\t}, autoSpd);\n\t\t\t}\n\n\t\t\tif(btnPrev) btnPrev.addEventListener(\"click\",function(){ stopTimer(); goTo(cur-1); startTimer(); });\n\t\t\tif(btnNext) btnNext.addEventListener(\"click\",function(){ stopTimer(); goTo(cur+1); startTimer(); });\n\n\t\t\t\/\/ Touch swipe\n\t\t\tvar tx=0, ty=0;\n\t\t\touter.addEventListener(\"touchstart\",function(e){ tx=e.touches[0].clientX; ty=e.touches[0].clientY; stopTimer(); },{passive:true});\n\t\t\touter.addEventListener(\"touchend\",function(e){\n\t\t\t\tvar dx=e.changedTouches[0].clientX-tx, dy=e.changedTouches[0].clientY-ty;\n\t\t\t\tif(Math.abs(dx)>Math.abs(dy)&&Math.abs(dx)>40){ goTo(dx<0?cur+1:cur-1); }\n\t\t\t\tstartTimer();\n\t\t\t},{passive:true});\n\n\t\t\t\/\/ Resize\n\t\t\tvar rt;\n\t\t\twindow.addEventListener(\"resize\",function(){\n\t\t\t\tclearTimeout(rt);\n\t\t\t\trt=setTimeout(function(){ goTo(cur,true); },200);\n\t\t\t});\n\n\t\t\t\/\/ Init \u2014 use requestAnimationFrame so layout is painted and offsetWidth is correct\n\t\t\tfunction doInit(){\n\t\t\t\tsetSlideWidths();\n\t\t\t\tupdDots();\n\t\t\t\tgoTo(0, true);\n\t\t\t\ttrack.style.visibility = \"visible\"; \/\/ show after widths are set\n\t\t\t\tstartTimer();\n\t\t\t}\n\t\t\tif(document.readyState === \"loading\"){\n\t\t\t\tdocument.addEventListener(\"DOMContentLoaded\", function(){ requestAnimationFrame(doInit); });\n\t\t\t} else {\n\t\t\t\trequestAnimationFrame(doInit);\n\t\t\t}\n\t\t})();<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-32d8266 e-flex e-con-boxed e-con e-parent\" data-id=\"32d8266\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p> Learn why most hospital AI pilots stall before production, which high-ROI use<br \/>\ncases scale first, and how the Define, Integrate, Embed, Operate model closes<br \/>\nthe gap.<\/p>\n","protected":false},"author":76,"featured_media":218127,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"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":"","ast-disable-related-posts":"","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":"default","ast-page-background-enabled":"default","ast-page-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-opacity":"","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-opacity":"","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-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[49],"tags":[],"class_list":["post-218125","post","type-post","status-publish","format-standard","has-post-thumbnail","category-blog"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.5 (Yoast SEO v28.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>AI in Hospitals: Scaling Pilots to Production<\/title>\n<meta name=\"description\" content=\"Only 30% of hospital AI proof of concepts reach production. What blocks AI in hospitals at the pilot stage, which use cases scale first, and the path to ROI.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/10pearls.com\/uk\/blog\/scaling-ai-in-hospitals\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"website\" \/>\n<meta property=\"og:title\" content=\"AI in Hospitals: Scaling Pilots to Production\" \/>\n<meta property=\"og:description\" content=\"Only 30% of hospital AI proof of concepts reach production. What blocks AI in hospitals at the pilot stage, which use cases scale first, and the path to ROI.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/10pearls.com\/uk\/blog\/scaling-ai-in-hospitals\/\" \/>\n<meta property=\"og:site_name\" content=\"10Pearls UK\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/10Pearls\/\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-10T07:43:05+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-09-24T07:58:00+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/Scaling-AI-in-Hospitals-LinkThumbnail.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"640\" \/>\n\t<meta property=\"og:image:height\" content=\"359\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Jaif Dilawar\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"AI in Hospitals: Scaling Pilots to Production\" \/>\n<meta name=\"twitter:description\" content=\"Only 30% of hospital AI proof of concepts reach production. What blocks AI in hospitals at the pilot stage, which use cases scale first, and the path to ROI.\" \/>\n<meta name=\"twitter:creator\" content=\"@TenPearls\" \/>\n<meta name=\"twitter:site\" content=\"@TenPearls\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Jaif Dilawar\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 minutes\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"AI in Hospitals: Scaling Pilots to Production","description":"Only 30% of hospital AI proof of concepts reach production. What blocks AI in hospitals at the pilot stage, which use cases scale first, and the path to ROI.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/10pearls.com\/uk\/blog\/scaling-ai-in-hospitals\/","og_locale":"en_GB","og_type":"website","og_title":"AI in Hospitals: Scaling Pilots to Production","og_description":"Only 30% of hospital AI proof of concepts reach production. What blocks AI in hospitals at the pilot stage, which use cases scale first, and the path to ROI.","og_url":"https:\/\/10pearls.com\/uk\/blog\/scaling-ai-in-hospitals\/","og_site_name":"10Pearls UK","article_publisher":"https:\/\/www.facebook.com\/10Pearls\/","article_published_time":"2026-09-10T07:43:05+00:00","article_modified_time":"2026-09-24T07:58:00+00:00","og_image":[{"width":640,"height":359,"url":"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/Scaling-AI-in-Hospitals-LinkThumbnail.webp","type":"image\/webp"}],"author":"Jaif Dilawar","twitter_card":"summary_large_image","twitter_title":"AI in Hospitals: Scaling Pilots to Production","twitter_description":"Only 30% of hospital AI proof of concepts reach production. What blocks AI in hospitals at the pilot stage, which use cases scale first, and the path to ROI.","twitter_creator":"@TenPearls","twitter_site":"@TenPearls","twitter_misc":{"Written by":"Jaif Dilawar","Estimated reading time":"9 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/10pearls.com\/uk\/blog\/scaling-ai-in-hospitals\/#article","isPartOf":{"@id":"https:\/\/10pearls.com\/uk\/blog\/scaling-ai-in-hospitals\/"},"author":{"name":"Jaif Dilawar","@id":"https:\/\/10pearls.com\/uk\/#\/schema\/person\/7808480d2ae8a5d879524d9ccc06baed"},"headline":"AI in Hospitals: Scaling Pilots to Production","datePublished":"2026-09-10T07:43:05+00:00","dateModified":"2026-09-24T07:58:00+00:00","mainEntityOfPage":{"@id":"https:\/\/10pearls.com\/uk\/blog\/scaling-ai-in-hospitals\/"},"wordCount":2272,"publisher":{"@id":"https:\/\/10pearls.com\/uk\/#organization"},"image":{"@id":"https:\/\/10pearls.com\/uk\/blog\/scaling-ai-in-hospitals\/#primaryimage"},"thumbnailUrl":"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/Scaling-AI-in-Hospitals-Main-Blog-Thumbnail.webp","articleSection":["Blog"],"inLanguage":"en-GB"},{"@type":"WebPage","@id":"https:\/\/10pearls.com\/uk\/blog\/scaling-ai-in-hospitals\/","url":"https:\/\/10pearls.com\/uk\/blog\/scaling-ai-in-hospitals\/","name":"AI in Hospitals: Scaling Pilots to Production","isPartOf":{"@id":"https:\/\/10pearls.com\/uk\/#website"},"primaryImageOfPage":{"@id":"https:\/\/10pearls.com\/uk\/blog\/scaling-ai-in-hospitals\/#primaryimage"},"image":{"@id":"https:\/\/10pearls.com\/uk\/blog\/scaling-ai-in-hospitals\/#primaryimage"},"thumbnailUrl":"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/Scaling-AI-in-Hospitals-Main-Blog-Thumbnail.webp","datePublished":"2026-09-10T07:43:05+00:00","dateModified":"2026-09-24T07:58:00+00:00","description":"Only 30% of hospital AI proof of concepts reach production. What blocks AI in hospitals at the pilot stage, which use cases scale first, and the path to ROI.","breadcrumb":{"@id":"https:\/\/10pearls.com\/uk\/blog\/scaling-ai-in-hospitals\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/10pearls.com\/uk\/blog\/scaling-ai-in-hospitals\/"]}]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/10pearls.com\/uk\/blog\/scaling-ai-in-hospitals\/#primaryimage","url":"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/Scaling-AI-in-Hospitals-Main-Blog-Thumbnail.webp","contentUrl":"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/Scaling-AI-in-Hospitals-Main-Blog-Thumbnail.webp","width":4096,"height":4096},{"@type":"BreadcrumbList","@id":"https:\/\/10pearls.com\/uk\/blog\/scaling-ai-in-hospitals\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/10pearls.com\/uk\/"},{"@type":"ListItem","position":2,"name":"AI in Hospitals: Scaling Pilots to Production"}]},{"@type":"WebSite","@id":"https:\/\/10pearls.com\/uk\/#website","url":"https:\/\/10pearls.com\/uk\/","name":"10Pearls UK","description":"AI-Powered Software Development Company","publisher":{"@id":"https:\/\/10pearls.com\/uk\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/10pearls.com\/uk\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-GB"},{"@type":"Organization","@id":"https:\/\/10pearls.com\/uk\/#organization","name":"10Pearls","alternateName":"Software development company","url":"https:\/\/10pearls.com\/uk\/","logo":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/10pearls.com\/uk\/#\/schema\/logo\/image\/","url":"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/10Pearls-Black.png","contentUrl":"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/10Pearls-Black.png","width":282,"height":107,"caption":"10Pearls"},"image":{"@id":"https:\/\/10pearls.com\/uk\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/10Pearls\/","https:\/\/x.com\/TenPearls","https:\/\/www.linkedin.com\/company\/10pearls\/"],"description":"10Pearls is a leading AI-powered software development company. We build intelligent digital products for healthcare, finance, retail, and more.","email":"info@10pearls.com","telephone":"+44 7957 620104","legalName":"10Pearls"},{"@type":"Person","@id":"https:\/\/10pearls.com\/uk\/#\/schema\/person\/7808480d2ae8a5d879524d9ccc06baed","name":"Jaif Dilawar","image":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/secure.gravatar.com\/avatar\/02f890f8321d2d16ce24391aebbe14c6be1bbf955cba3301865c2c390448035d?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/02f890f8321d2d16ce24391aebbe14c6be1bbf955cba3301865c2c390448035d?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/02f890f8321d2d16ce24391aebbe14c6be1bbf955cba3301865c2c390448035d?s=96&d=mm&r=g","caption":"Jaif Dilawar"}}]}},"_links":{"self":[{"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/posts\/218125","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/users\/76"}],"replies":[{"embeddable":true,"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/comments?post=218125"}],"version-history":[{"count":8,"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/posts\/218125\/revisions"}],"predecessor-version":[{"id":219459,"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/posts\/218125\/revisions\/219459"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/media\/218127"}],"wp:attachment":[{"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/media?parent=218125"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/categories?post=218125"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/tags?post=218125"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}