{"id":158475,"date":"2025-10-24T09:58:51","date_gmt":"2025-10-24T09:58:51","guid":{"rendered":"https:\/\/clone4.10pearls.com\/uncategorized\/\/"},"modified":"2026-07-30T11:26:03","modified_gmt":"2026-07-30T11:26:03","slug":"building-enterprise-ai-agent-frameworks","status":"publish","type":"post","link":"https:\/\/10pearls.com\/uk\/blog\/building-enterprise-ai-agent-frameworks\/","title":{"rendered":"Implementing governance-driven enterprise AI frameworks"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"158475\" class=\"elementor elementor-158475\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3fe9caa7 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"3fe9caa7\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-53cfc6a2\" data-id=\"53cfc6a2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3bced481 location-heading elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"3bced481\" 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\">Orchestrating the Future - Building Enterprise AI Agent Frameworks\n<\/h1>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7c3c850f elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"7c3c850f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7f5be556\" data-id=\"7f5be556\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-662e7321 elementor-position-left author-small elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"662e7321\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img loading=\"lazy\" decoding=\"async\" width=\"81\" height=\"81\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/04\/10p-circle-logo.svg\" class=\"attachment-full size-full wp-image-128512\" alt=\"10p-circle-logo\" loading=\"lazy\" \/><\/figure><div class=\"elementor-image-box-content\"><p class=\"elementor-image-box-title\">By 10Pearls editorial team<\/p><p class=\"elementor-image-box-description\">A global team of technologists, strategists, and creatives dedicated to delivering the forefront of innovation. Stay informed with our latest updates and trends in artificial intelligence, advanced technology, healthcare, fintech, and beyond. Discover insightful perspectives that shape the future of industries worldwide.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-4300a14 no-margin-inner e-flex e-con-boxed e-con e-parent\" data-id=\"4300a14\" data-element_type=\"container\" data-e-type=\"container\" id=\"01\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-e2f47b3 e-con-full e-flex e-con e-child\" data-id=\"e2f47b3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-81f31de location-heading elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"81f31de\" 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\">Why enterprises need AI agent frameworks<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-865d124 elementor-widget elementor-widget-text-editor\" data-id=\"865d124\" 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=\"none\">Multi-agent systems are rapidly becoming the backbone of enterprise automation, representing a shift where <\/span><a href=\"\/blog\/beyond-generative-ai\/\"><span data-contrast=\"none\"><span style=\"text-decoration: underline;\">fleets of AI agents<\/span><\/span><\/a><span data-contrast=\"none\"> can collaborate to handle complex workflows that were once managed by humans. These agents are transforming enterprise operations, moving beyond isolated tools to form an AI-enhanced workforce of intelligent agent systems that can collaborate autonomously or with human-in-the-loop configurations across business units.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">However, managing and scaling multiple agents introduces new compliance, governance, and security challenges that traditional enterprise IT systems weren&#8217;t designed to handle.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">Without defined and structured AI agent orchestration frameworks, implementing such systems risks creating more friction than progress. These frameworks establish standards for compliance, observability, scalability, and security.\u00a0<\/span><\/p><p><span class=\"TextRun SCXW152313105 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW152313105 BCX8\">This blog will cover the importance of enterprise AI agent frameworks in security, compliance<\/span><span class=\"NormalTextRun SCXW152313105 BCX8\">,<\/span><span class=\"NormalTextRun SCXW152313105 BCX8\"> and observability contexts, components of typical AI agent frameworks, and their industry applications<\/span><span class=\"NormalTextRun SCXW152313105 BCX8\">.\u00a0\u00a0<\/span><\/span><span class=\"EOP SCXW152313105 BCX8\" data-ccp-props=\"{}\">\u00a0<\/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-0c6e0ed e-con-full e-flex e-con e-child\" data-id=\"0c6e0ed\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-be8db46 elementor-widget elementor-widget-image\" data-id=\"be8db46\" 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=\"744\" height=\"1024\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/10\/Main-Imag-744x1024.webp\" class=\"attachment-large size-large wp-image-159040\" alt=\"AI Agents Main Image\" srcset=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/10\/Main-Imag-744x1024.webp 744w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/10\/Main-Imag-218x300.webp 218w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/10\/Main-Imag-768x1056.webp 768w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/10\/Main-Imag-1117x1536.webp 1117w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/10\/Main-Imag-1489x2048.webp 1489w\" sizes=\"auto, (max-width: 744px) 100vw, 744px\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\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-bddd9f4 e-flex e-con-boxed e-con e-parent\" data-id=\"bddd9f4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1b4e959 blog-menu-hd elementor-widget elementor-widget-text-editor\" data-id=\"1b4e959\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<div class=\"blog-menu-hd\">Blog contents<\/div><ul id=\"homeAnchorMenu2\" class=\"blog-menu\" style=\"list-style-type: none;\"><li><a data-target=\"#01\">Why enterprises need Al agent frameworks<\/a><br \/><ul id=\"homeAnchorMenu2\" class=\"blog-menu\" style=\"list-style-type: none;\"><li><a data-target=\"#02\">Why orchestration is critical for enterprise Al agents<\/a><\/li><li><a data-target=\"#03\">Enterprise-grade multi-agent security<\/a><\/li><li><a data-target=\"#04\">Consistent regulatory compliance<\/a><\/li><li><a data-target=\"#05\">Full Al observability &amp; traceability<\/a><\/li><\/ul><\/li><li><a data-target=\"#06\">Adaptive resilience &amp; scalability<\/a><\/li><li style=\"margin-left: -19px;\"><a data-target=\"#07\">Anatomy of enterprise Al agent frameworks<\/a><\/li><li><a data-target=\"#08\">Agent registry<\/a><\/li><li><a data-target=\"#09\">Secure communication<\/a><\/li><li><a data-target=\"#10\">Policy enforcement<\/a><\/li><li><a data-target=\"#11\">Monitoring dashboard<\/a><\/li><li><a data-target=\"#12\">Workflow orchestration<\/a><\/li><li style=\"margin-left: -19px;\"><a data-target=\"#13\">Industry applications<\/a><\/li><li style=\"margin-left: -19px;\"><a data-target=\"#14\">How different industries are using enterprise Al agent frameworks<\/a><\/li><li><a data-target=\"#15\">Healthcare<\/a><\/li><li><a data-target=\"#16\">Financial services<\/a><\/li><li><a data-target=\"#17\">Telecommunications<\/a><\/li><li><a data-target=\"#18\">Energy<\/a><\/li><li style=\"margin-left: -19px;\"><a data-target=\"#19\">Navigating the future of Al orchestration with 10Pearls<\/a><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-39b7014e elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"39b7014e\" data-element_type=\"section\" data-e-type=\"section\" id=\"02\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5ee7e216\" data-id=\"5ee7e216\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-48b708a location-heading elementor-widget elementor-widget-heading\" data-id=\"48b708a\" 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\">Why orchestration is critical for enterprise AI agents <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9b932f1 elementor-widget elementor-widget-text-editor\" data-id=\"9b932f1\" 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=\"none\">When we talk about AI agent frameworks, this can apply to a single agent, covering everything from its LLM-powered reasoning core to the middleware that enables its permissions and access to external sources. A framework can also control how it reasons, makes decisions, takes actions, and how it communicates with humans <\/span><i><span data-contrast=\"none\">and <\/span><\/i><span data-contrast=\"none\">other AI agents.<\/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;:279}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">In contrast, AI orchestration frameworks govern multi-agent configurations, ensuring they all work in tandem, improving enterprise workflows and processes. Careful AI agent orchestration is crucial not just for maximizing performance efficiency but to ensure compliance, security, and alignment across the entire enterprise AI agentic workforce.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-54208cb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"54208cb\" data-element_type=\"section\" data-e-type=\"section\" id=\"03\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a3fde0f\" data-id=\"a3fde0f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-65723d2 location-heading elementor-widget elementor-widget-heading\" data-id=\"65723d2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Enterprise-grade multi-agent security <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cf97e21 li.margin.right elementor-widget elementor-widget-text-editor\" data-id=\"cf97e21\" 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 SCXW139940802 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW139940802 BCX8\">Multiple agents expand the AI security and compliance risk profile. Different agents have access to different tools, <\/span><span class=\"NormalTextRun SCXW139940802 BCX8\">APIs<\/span><span class=\"NormalTextRun SCXW139940802 BCX8\">,<\/span><span class=\"NormalTextRun SCXW139940802 BCX8\"> and other external sources, each with its own attack surface. Agents communicate and share data with each other and often have permission and functional hierarchies. Poisoning or controlling one can harm the entire system, and the impact can be enormous if the system has sufficient autonomy and access.<\/span> <span class=\"NormalTextRun SCXW139940802 BCX8\">Vulnerabilities in agent interactions, like feedback loops, can be used to exhaust resources or harm the reasoning process.\u00a0<\/span><\/span><span class=\"EOP SCXW139940802 BCX8\" data-ccp-props=\"{&quot;335559685&quot;:0}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-a2ce286 e-con-full e-flex e-con e-parent\" data-id=\"a2ce286\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-e351662 e-con-full e-flex e-con e-child\" data-id=\"e351662\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cfd7cee location-heading elementor-widget elementor-widget-heading\" data-id=\"cfd7cee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"> How to protect agents &amp; their interactions <\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-305184c elementor-widget elementor-widget-text-editor\" data-id=\"305184c\" 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 SCXW156073380 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW156073380 BCX8\">Orchestration enables both agent and \u201cteam\u201d level security. Ensuring safe access to pre-approved tools\/functions, <\/span><span class=\"NormalTextRun SCXW156073380 BCX8\">sanitizing <\/span><span class=\"NormalTextRun SCXW156073380 BCX8\">prompt<\/span><span class=\"NormalTextRun SCXW156073380 BCX8\">s<\/span><span class=\"NormalTextRun SCXW156073380 BCX8\">, <\/span><span class=\"NormalTextRun SCXW156073380 BCX8\">minimizing<\/span><span class=\"NormalTextRun SCXW156073380 BCX8\"> and redacting context for each agent to the necessary elements, and resource quotas\/limits for each agent helps on an individual level. Zero-trust communication between agents, access isolation, and attribute-based access control (ABAC), data\/decision lineage for each agent, and <\/span><span class=\"NormalTextRun SCXW156073380 BCX8\">mechan<\/span><span class=\"NormalTextRun SCXW156073380 BCX8\">isms to isolate suspect agents secure<\/span><span class=\"NormalTextRun SCXW156073380 BCX8\"> inter-agent interactions. These measures can prevent and<\/span> <span class=\"NormalTextRun SCXW156073380 BCX8\">limit the impact of a security breach.\u00a0<\/span><\/span><span class=\"EOP SCXW156073380 BCX8\" 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;:279,&quot;335572071&quot;:4,&quot;335572072&quot;:4,&quot;335572073&quot;:0,&quot;335572075&quot;:4,&quot;335572076&quot;:4,&quot;335572077&quot;:0,&quot;335572079&quot;:4,&quot;335572080&quot;:4,&quot;335572081&quot;:0,&quot;335572083&quot;:4,&quot;335572084&quot;:4,&quot;335572085&quot;:0,&quot;469789798&quot;:&quot;single&quot;,&quot;469789802&quot;:&quot;single&quot;,&quot;469789806&quot;:&quot;single&quot;,&quot;469789810&quot;:&quot;single&quot;}\">\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-249aa9c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"249aa9c\" data-element_type=\"section\" data-e-type=\"section\" id=\"04\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-802d3ad\" data-id=\"802d3ad\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-923e1c6 location-heading elementor-widget elementor-widget-heading\" data-id=\"923e1c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Consistent regulatory compliance <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c31999a li.margin.right elementor-widget elementor-widget-text-editor\" data-id=\"c31999a\" 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 SCXW57451514 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW57451514 BCX8\">Consistent interpretation and enforcement of compliance and policy across all agents is the most significant, overarching challenge of multi-agent systems. LLM-level compliance adherence helps, but each agent&#8217;s autonomy, access to different data sources, and independent interpretation of policy<\/span><span class=\"NormalTextRun SCXW57451514 BCX8\">\/<\/span><span class=\"NormalTextRun SCXW57451514 BCX8\">compliance undermine that security layer. Handling compliance changes across geographies and purposes across agents is another challenge.\u00a0<\/span><\/span><span class=\"EOP SCXW57451514 BCX8\" data-ccp-props=\"{&quot;335559685&quot;:0}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-a887c99 e-con-full e-flex e-con e-parent\" data-id=\"a887c99\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-0f5aa63 e-con-full e-flex e-con e-child\" data-id=\"0f5aa63\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-50c3d9e location-heading elementor-widget elementor-widget-heading\" data-id=\"50c3d9e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">How policy-as-code keeps AI agents aligned with regulations <\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-109c009 elementor-widget elementor-widget-text-editor\" data-id=\"109c009\" 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 SCXW116401374 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW116401374 BCX8\">One way to solve the consistency challenge is by implementing <\/span><span class=\"NormalTextRun SCXW116401374 BCX8\">p<\/span><span class=\"NormalTextRun SCXW116401374 BCX8\">olicy-as-<\/span><span class=\"NormalTextRun SCXW116401374 BCX8\">c<\/span><span class=\"NormalTextRun SCXW116401374 BCX8\">ode in the orchestration layer \u2013 <\/span><span class=\"NormalTextRun SCXW116401374 BCX8\">a si<\/span><span class=\"NormalTextRun SCXW116401374 BCX8\">ngle source<\/span><span class=\"NormalTextRun SCXW116401374 BCX8\"> of truth that all agents refer to. This prevents misaligned interpretations of compliance by individual agents, regardless of their external knowledge and reasoning sources. Region, industry, and <\/span><span class=\"NormalTextRun SCXW116401374 BCX8\">use-case<\/span><span class=\"NormalTextRun SCXW116401374 BCX8\">-specific <\/span><span class=\"NormalTextRun SCXW116401374 BCX8\">compliance controls (CCPA, GDPR, HIPAA, SOX) are also handled at the orchestration layer. Several security controls, like access <\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW116401374 BCX8\">limitation<\/span><span class=\"NormalTextRun SCXW116401374 BCX8\">, also help with compliance.<\/span><\/span><span class=\"EOP SCXW116401374 BCX8\" 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;:279,&quot;335572071&quot;:4,&quot;335572072&quot;:4,&quot;335572073&quot;:0,&quot;335572075&quot;:4,&quot;335572076&quot;:4,&quot;335572077&quot;:0,&quot;335572079&quot;:4,&quot;335572080&quot;:4,&quot;335572081&quot;:0,&quot;335572083&quot;:4,&quot;335572084&quot;:4,&quot;335572085&quot;:0,&quot;469789798&quot;:&quot;single&quot;,&quot;469789802&quot;:&quot;single&quot;,&quot;469789806&quot;:&quot;single&quot;,&quot;469789810&quot;:&quot;single&quot;}\">\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fc297a9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fc297a9\" data-element_type=\"section\" data-e-type=\"section\" id=\"05\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-feab59a\" data-id=\"feab59a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d88903b location-heading elementor-widget elementor-widget-heading\" data-id=\"d88903b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Full AI observability &amp; traceability <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a0d2c70 li.margin.right elementor-widget elementor-widget-text-editor\" data-id=\"a0d2c70\" 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=\"none\">AI observability and explainability become more complex in multi-agent setups. Enterprises need to observe the behavior of individual agents and of the system as a whole, covering inter-agent interactions, permission flows, dependencies, etc.\u00a0<\/span><span data-ccp-props=\"{&quot;335559685&quot;:0}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">The complexity increases with levels of autonomy and external access of individual agents because the number of overall permutations of decision flow becomes too high. This raises the probability of unpredictable behavior.\u00a0<\/span><span data-ccp-props=\"{&quot;335559685&quot;:0}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-58c04fd e-con-full e-flex e-con e-parent\" data-id=\"58c04fd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d3b8f83 e-con-full e-flex e-con e-child\" data-id=\"d3b8f83\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5214b9b location-heading elementor-widget elementor-widget-heading\" data-id=\"5214b9b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">How to gain visibility &amp; traceability into agent operations <\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5519c5a elementor-widget elementor-widget-text-editor\" data-id=\"5519c5a\" 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 data-ccp-border-top=\"0.6666666666666666px solid #000000\" data-ccp-padding-top=\"5.333333333333333px\" data-ccp-border-bottom=\"0.6666666666666666px solid #000000\" data-ccp-padding-bottom=\"5.333333333333333px\"><span data-contrast=\"none\">This is one of the reasons why AI agent development frameworks embed observability in individual agents and lay the groundwork for optimal visibility across multi-agent systems. Orchestrating the behavior of multiple agents requires keeping track of each agent&#8217;s behavior, including what external sources they accessed and how they prompted the LLM.\u00a0<\/span><span data-ccp-props=\"{&quot;335559685&quot;:0,&quot;335572071&quot;:4,&quot;335572072&quot;:4,&quot;335572073&quot;:0,&quot;335572075&quot;:4,&quot;335572076&quot;:4,&quot;335572077&quot;:0,&quot;335572079&quot;:4,&quot;335572080&quot;:4,&quot;335572081&quot;:0,&quot;335572083&quot;:4,&quot;335572084&quot;:4,&quot;335572085&quot;:0,&quot;469789798&quot;:&quot;single&quot;,&quot;469789802&quot;:&quot;single&quot;,&quot;469789806&quot;:&quot;single&quot;,&quot;469789810&quot;:&quot;single&quot;}\">\u00a0<\/span><\/p><p data-ccp-border-top=\"0.6666666666666666px solid #000000\" data-ccp-padding-top=\"5.333333333333333px\"><span data-contrast=\"none\">It is impossible to sufficiently probe the LLM that powers an agent\u2019s semantic understanding and decision-making to fully explain why or how it arrived at a particular decision or generated certain results. But observing AI-specific metrics (tokens, response quality, latency), events, logs, and traces (collectively called the <\/span><span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.ibm.com\/think\/insights\/ai-agent-observability\" target=\"_blank\" rel=\"nofollow\"><span style=\"color: #000000;\">MELT data<\/span><\/a><\/span><span data-contrast=\"none\">) can offer sufficient visibility on individual agent and system behavior. Good orchestration practices <span class=\"NormalTextRun SCXW14297959 BCX8\">ensure that comprehensive observability data is available <\/span><span class=\"NormalTextRun SCXW14297959 BCX8\">(<\/span><span class=\"NormalTextRun SCXW14297959 BCX8\">ideally in real-time<\/span><span class=\"NormalTextRun SCXW14297959 BCX8\">) and<\/span><span class=\"NormalTextRun SCXW14297959 BCX8\"> is<\/span><span class=\"NormalTextRun SCXW14297959 BCX8\"> tracked.<\/span><\/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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-35b9f0c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"35b9f0c\" data-element_type=\"section\" data-e-type=\"section\" id=\"06\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b98ec7c\" data-id=\"b98ec7c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c6ca6e9 location-heading elementor-widget elementor-widget-heading\" data-id=\"c6ca6e9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Adaptive resilience &amp; scalability <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c979a76 li.margin.right elementor-widget elementor-widget-text-editor\" data-id=\"c979a76\" 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=\"none\">Multiple AI agents can actually work in harmony, often very differently from the routine chaos of human teams. Ironically, this harmony and the fact that AI agents can be so tightly attuned to each other for an efficient \u201cwhole\u201d is often what hurts their resilience and scalability.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">Individual AI agents are typically good at adapting to changes in operating parameters. But in multi-agent systems, they are constrained by the behavior of the agent before them and the needs of the agent ahead of them in the workflow. This prevents single-agent adaptability from scaling to the team. Similarly, it&#8217;s easy to scale a multi-agent system for more of the same work but scaling it for new tasks and components in the workflow, then shared resources, hierarchies, flow, observability measures, and several other elements of the system have to change to handle scalability. <\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-1e023a6 e-con-full e-flex e-con e-parent\" data-id=\"1e023a6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-f947336 e-con-full e-flex e-con e-child\" data-id=\"f947336\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-83c22ec location-heading elementor-widget elementor-widget-heading\" data-id=\"83c22ec\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">How to build flexible AI agent architectures <\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-257f7ab elementor-widget elementor-widget-text-editor\" data-id=\"257f7ab\" 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 SCXW132467281 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW132467281 BCX8\">Enterprise AI agent frameworks must account for these challenges well before orchestration kicks in. Modular agent builds, loose dependencies, <\/span><span class=\"NormalTextRun SCXW132467281 BCX8\">and <\/span><span class=\"NormalTextRun SCXW132467281 BCX8\">decoupled\u00a0agent connections up and down the workflow help <\/span><span class=\"NormalTextRun SCXW132467281 BCX8\">achieve this<\/span> <span class=\"NormalTextRun SCXW132467281 BCX8\">by <\/span><span class=\"NormalTextRun SCXW132467281 BCX8\">establishing<\/span> <span class=\"NormalTextRun SCXW132467281 BCX8\">strong inter<\/span><span class=\"NormalTextRun SCXW132467281 BCX8\">&#8211;<\/span><span class=\"NormalTextRun SCXW132467281 BCX8\">agent contracts<\/span> <span class=\"NormalTextRun SCXW132467281 BCX8\">that<\/span> <span class=\"NormalTextRun SCXW132467281 BCX8\">fil<\/span><span class=\"NormalTextRun SCXW132467281 BCX8\">l<\/span><span class=\"NormalTextRun SCXW132467281 BCX8\"> security and compliance gaps. This allows new agents to be added without disrupting the existing flow. Establishing overarching control and data planes that all agents refer to also makes the systems resilient and easily scalable. Other orchestration strategies, like using asynchronous queues instead of synchronous chains, help keep agents decoupled enough to react to changing parameters and additions.<\/span><\/span><span class=\"EOP SCXW132467281 BCX8\" data-ccp-props=\"{&quot;335572071&quot;:4,&quot;335572072&quot;:4,&quot;335572073&quot;:0,&quot;335572075&quot;:4,&quot;335572076&quot;:4,&quot;335572077&quot;:0,&quot;335572079&quot;:4,&quot;335572080&quot;:4,&quot;335572081&quot;:0,&quot;335572083&quot;:4,&quot;335572084&quot;:4,&quot;335572085&quot;:0,&quot;469789798&quot;:&quot;single&quot;,&quot;469789802&quot;:&quot;single&quot;,&quot;469789806&quot;:&quot;single&quot;,&quot;469789810&quot;:&quot;single&quot;}\">\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e8568c4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e8568c4\" data-element_type=\"section\" data-e-type=\"section\" id=\"07\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c398a5c\" data-id=\"c398a5c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2b88d00 location-heading elementor-widget elementor-widget-heading\" data-id=\"2b88d00\" 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\">Anatomy of enterprise AI agent frameworks <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f707643 li.margin.right elementor-widget elementor-widget-text-editor\" data-id=\"f707643\" 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 SCXW212730 BCX8\">Below are some of the most common elements of an enterprise AI agent framework. They <\/span><span class=\"NormalTextRun SCXW212730 BCX8\">aren\u2019t<\/span><span class=\"NormalTextRun SCXW212730 BCX8\"> a standard &#8220;set&#8221; yet, but as multi-agent systems become more common and their structure is formalized, the following elements will <\/span><span class=\"NormalTextRun SCXW212730 BCX8\">likely serve<\/span><span class=\"NormalTextRun SCXW212730 BCX8\"> as critical pillars.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-9523f93 e-flex e-con-boxed e-con e-parent\" data-id=\"9523f93\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f09c0dd elementor-widget__width-inherit elementor-widget elementor-widget-image\" data-id=\"f09c0dd\" 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=\"1024\" height=\"573\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/10\/AI-Agent-Blog-Img-1024x573.webp\" class=\"attachment-large size-large wp-image-159032\" alt=\"\" srcset=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/10\/AI-Agent-Blog-Img-1024x573.webp 1024w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/10\/AI-Agent-Blog-Img-300x168.webp 300w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/10\/AI-Agent-Blog-Img-768x430.webp 768w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/10\/AI-Agent-Blog-Img.webp 1202w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3c284b6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3c284b6\" data-element_type=\"section\" data-e-type=\"section\" id=\"08\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-135c06c\" data-id=\"135c06c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5c0a24e location-heading elementor-widget elementor-widget-heading\" data-id=\"5c0a24e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Agent registry <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ee2ac34 li.margin.right elementor-widget elementor-widget-text-editor\" data-id=\"ee2ac34\" 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=\"none\">Agent registries are becoming a common element of enterprise AI architectures. The term is used for two types of registries: one that keeps relevant information on all AI agents deployed across the organization, and the second, a system-specific registry that keeps detailed information on all the agents deployed within a multi-agent system.\u00a0<\/span><span data-ccp-props=\"{&quot;335559685&quot;:0}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">The organization&#8217;s registry, sometimes called the agent catalog, keeps only high-level information on the agents, including their name, current state, owner, high-level purpose, policies it adheres to, and risk level. System-specific agent registries have all this data, including their dependencies, constraints, human-in-the-loop rules, external tools they can access, underlying models, and more.\u00a0<\/span><span data-ccp-props=\"{&quot;335559685&quot;:0}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">High-level registries are important from a compliance and governance perspective, and system-level registries also offer performance, operational, cost, and other layers of visibility and control.\u00a0<\/span><span data-ccp-props=\"{&quot;335559685&quot;:0}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0269cff elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0269cff\" data-element_type=\"section\" data-e-type=\"section\" id=\"09\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1f037be\" data-id=\"1f037be\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4a7576a location-heading elementor-widget elementor-widget-heading\" data-id=\"4a7576a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Secure communication<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cc78033 li.margin.right elementor-widget elementor-widget-text-editor\" data-id=\"cc78033\" 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=\"none\">Securing inter-agent communication is a major step towards lowering system-wide vulnerability, but it\u2019s more than just preventing data exchange and communication against external threats. It entails data integrity, availability, and authenticity (of sender and recipient agents). Another layer of orchestration complexity is that it must balance security with performance, because too many layers of security can delay responses.\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;:279}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">However, agents don\u2019t just talk to each other. They also connect with external data sources and call APIs, which may require additional communication security measures.\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;:279}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">A zero-trust approach (where each interaction is verified), both between agents and between agents and external sources, is becoming a common practice, but there are others as well, such as establishing certification authorities (CA) that issue temporary certificates to agents that other agents can trust.\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;:279}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6d60d5b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6d60d5b\" data-element_type=\"section\" data-e-type=\"section\" id=\"10\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7d970d9\" data-id=\"7d970d9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d134718 location-heading elementor-widget elementor-widget-heading\" data-id=\"d134718\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Policy enforcement <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a42b641 li.margin.right elementor-widget elementor-widget-text-editor\" data-id=\"a42b641\" 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=\"none\">Policy, whether it&#8217;s internal or regulatory compliance, is usually enforced within an enterprise AI agent framework in three ways:<\/span><span data-ccp-props=\"{&quot;335559685&quot;:0}\">\u00a0<\/span><\/p><ul><li><span data-contrast=\"none\">Policy-as-Code (PAC): <\/span><span data-contrast=\"none\">A policy engine compares each agent\u2019s policy-relevant actions or requests against declarative policies. It\u2019s possible to replace a policy engine with a rule-based system, though it\u2019s far less flexible.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li><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\">Human-in-the-Loop (HITL): <span data-contrast=\"none\">In ambiguous, high-risk, and complex scenarios where policy interpretation cannot be left to the AI, a human can enforce the policy on each decision\/request.<\/span><span data-ccp-props=\"{}\">\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\">Local Rules: <span data-contrast=\"none\">They can be applied to individual agents or, even more granularly, to their tool use and access.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li><\/ul><p><span data-contrast=\"none\">Most intelligent agent architectures enforce policies using a combination of all three methods, with the possible exception of HITL in workflows that aren\u2019t very compliance sensitive.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ffd2dfd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ffd2dfd\" data-element_type=\"section\" data-e-type=\"section\" id=\"11\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5930324\" data-id=\"5930324\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cbcf467 location-heading elementor-widget elementor-widget-heading\" data-id=\"cbcf467\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Monitoring dashboard <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1bd68d1 li.margin.right elementor-widget elementor-widget-text-editor\" data-id=\"1bd68d1\" 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=\"none\">Dashboards can help a wide range of stakeholders observe the performance, compliance-adherence and behavior of AI agents both individually and in a multi-agent system, allowing for better orchestration decisions. From a performance perspective, they can help you identify bottlenecks, agents with the lowest\/highest latency and throughput numbers, and the overall impact of the system and the individual impact of an agent within the system for granular ROI measurement.\u00a0<\/span><span data-ccp-props=\"{&quot;335559685&quot;:0}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">Data consolidation and visualization, especially in real-time, allows for proactive course correction. However, the effectiveness and impact rely heavily upon the data-to-dashboard pipelines and tracking logic. Trying to observe too many variables at once might blur the necessary information, so it\u2019s important to identify the critical ones. Notably, a few AI agents working in tandem can generate insights and power this dashboard as well, simplifying the information for humans.\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;:279}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-bc12fa9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bc12fa9\" data-element_type=\"section\" data-e-type=\"section\" id=\"12\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ada71d7\" data-id=\"ada71d7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-39a0205 location-heading elementor-widget elementor-widget-heading\" data-id=\"39a0205\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Workflow orchestration<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-734a85c li.margin.right elementor-widget elementor-widget-text-editor\" data-id=\"734a85c\" 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=\"none\">Multiple agents, each performing a single function or set of functions, can only manage slices of a complex workflow. It is the job of the orchestrator agent or system (based on your framework) to ensure that they collectively complete the workflow or serve the workflow goals. Multi-agent systems can be both centralized and decentralized, but they all have some form of orchestration, including emergent, which may evolve naturally from multiple autonomous AI agents working toward shared goals.\u00a0<\/span><span data-ccp-props=\"{&quot;335559685&quot;:0}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">Workflow orchestration helps agents stay aligned with goals and collaborate effectively, even across different environments. Designing and implementing agent <\/span><a href=\"https:\/\/www.ibm.com\/think\/topics\/ai-agent-orchestration\" target=\"_blank\" rel=\"noopener nofollow\"><span data-contrast=\"none\"><span style=\"color: #000000;\">orchestration frameworks<\/span><\/span><\/a><span data-contrast=\"none\"> requires specialists and system architects familiar with both AI agents behavior and workflow design. Once it\u2019s implemented, the orchestrator agent\/system takes over workflow coordination with HITL for select functions, though the system is monitored for both performance and compliance.\u00a0<\/span><span data-ccp-props=\"{&quot;335559685&quot;:0}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c159235 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c159235\" data-element_type=\"section\" data-e-type=\"section\" id=\"13\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-056b2cf\" data-id=\"056b2cf\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-26f63dc location-heading elementor-widget elementor-widget-heading\" data-id=\"26f63dc\" 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\">Industry applications<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b8207b3 li.margin.right elementor-widget elementor-widget-text-editor\" data-id=\"b8207b3\" 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 SCXW249748932 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW249748932 BCX8\">Robust, <\/span><span class=\"NormalTextRun SCXW249748932 BCX8\">well-designed<\/span><span class=\"NormalTextRun SCXW249748932 BCX8\"> and carefully managed enterprise AI agent frameworks can transform operations in <\/span><span class=\"NormalTextRun SCXW249748932 BCX8\">virtually all<\/span><span class=\"NormalTextRun SCXW249748932 BCX8\"> industries. They can augment or, in some cases, take over complete workflows with minimal human intervention <\/span><span class=\"NormalTextRun SCXW249748932 BCX8\">required<\/span><span class=\"NormalTextRun SCXW249748932 BCX8\">, allowing for unprecedented efficiency and productivity gains and significantly enhanced scalability potential.<\/span><\/span><span class=\"EOP SCXW249748932 BCX8\" data-ccp-props=\"{}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-b306085 e-con-full e-flex e-con e-parent\" data-id=\"b306085\" data-element_type=\"container\" data-e-type=\"container\" id=\"14\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0db0a75 location-heading elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"0db0a75\" 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 different industries are using enterprise AI agent frameworks <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8ebf3a3 e-con-full e-flex e-con e-parent\" data-id=\"8ebf3a3\" data-element_type=\"container\" data-e-type=\"container\" id=\"15\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d7c1411 location-heading elementor-widget elementor-widget-heading\" data-id=\"d7c1411\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Healthcare \u200b<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-79fb2e0 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"79fb2e0\" 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>Healthcare multi-agent systems will require strong policy-as-code implementation, especially for the following use cases, where sensitive patient data is exchanged among agents and between agents and external sources:<\/p><ul><li>Patient scheduling<\/li><li>Electronic Health Records (EHR) management<\/li><li>Treatment personalization<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7bc92a5 e-con-full e-flex e-con e-parent\" data-id=\"7bc92a5\" data-element_type=\"container\" data-e-type=\"container\" id=\"16\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d316c3c location-heading elementor-widget elementor-widget-heading\" data-id=\"d316c3c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Financial services <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-448a6bd elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"448a6bd\" 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>The financial industry has been an early adopter of AI, driven by the availability of massive amounts of structured data and well-defined regulatory boundaries. Apart from data security, financial sector businesses must also account for bias mitigation and adherence to fiduciary responsibilities in their AI orchestration. The use of AI for financial services (often through multi-agent systems) is already gaining traction for the following use cases:\u00a0<\/p><ul><li>Fraud detection<\/li><li>Portfolio management<\/li><li>Financial advice<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5c98f42 e-con-full e-flex e-con e-parent\" data-id=\"5c98f42\" data-element_type=\"container\" data-e-type=\"container\" id=\"17\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4572540 location-heading elementor-widget elementor-widget-heading\" data-id=\"4572540\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Telecommunications <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23a44c7 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"23a44c7\" 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>AI agents have been gamechangers for telecom organizations, not just for reducing the cost and increasing efficiency of their customer service segments but for unlocking operational efficiencies as well. Complex multi-agent teams are already improving the following functions:\u00a0<\/p><ul><li>Network optimization<\/li><li>Maintenance automation<\/li><li>Customer service<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b83aebc e-con-full e-flex e-con e-parent\" data-id=\"b83aebc\" data-element_type=\"container\" data-e-type=\"container\" id=\"18\">\n\t\t\t\t<div class=\"elementor-element elementor-element-215d56c location-heading elementor-widget elementor-widget-heading\" data-id=\"215d56c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Energy <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-455877b elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"455877b\" 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>The energy sector is deploying individual AI agents across multiple operational nodes and orchestrating cohesive workflows within a wide range of business functions, including:\u00a0\u00a0\u00a0<\/p><ul><li>Grid optimization<\/li><li>Failure prediction<\/li><li>Trading operations<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7be97a8 e-con-full e-flex e-con e-parent\" data-id=\"7be97a8\" data-element_type=\"container\" data-e-type=\"container\" id=\"19\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-4515260 e-con-full e-flex e-con e-child\" data-id=\"4515260\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-de41abc location-heading elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"de41abc\" 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\">Navigating the future of AI orchestration with 10Pearls\u200b<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-50dc199 e-con-full e-flex e-con e-child\" data-id=\"50dc199\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-f063c4f e-con-full e-flex e-con e-child\" data-id=\"f063c4f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5446dfe elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"5446dfe\" 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=\"none\">Intelligent and effective orchestration is about more than functional and productivity gains. It\u2019s about ensuring responsible AI use in an enterprise by providing the appropriate controls and guardrails. Well-architected orchestration maximizes the potential of individual agents and transforms them into powerful systems that enable complex automations, unlock operational efficiencies, and accelerate innovation.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">As an end-to-end custom AI solution development partner, the 10Pearls team helps enterprises design and deploy scalable AI agent orchestration frameworks aligned with strategic business objectives. By combining expertise in system integrations, <\/span><span style=\"text-decoration: underline;\"><a href=\"\/blog\/ai-first-architecture-in-enterprise-tech\/\" target=\"_blank\" rel=\"noopener\">AI architecture<\/a><\/span><span data-contrast=\"none\"> and <\/span><span style=\"text-decoration: underline;\"><a href=\"\/blog\/ai-data-readiness-roadmap-guidance\/\">data<\/a><\/span><span data-contrast=\"none\"> governance, we ensure that agent systems operate reliably and efficiently to drive measurable business impact.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><i><span data-contrast=\"none\">Contact 10Pearls to build your scalable AI agent orchestration framework.<\/span><\/i><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true}\">\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<div class=\"elementor-element elementor-element-c84c02a e-con-full e-flex e-con e-parent\" data-id=\"c84c02a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-a2bc61b e-con-full e-flex e-con e-child\" data-id=\"a2bc61b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-28ee4ca elementor-widget elementor-widget-image\" data-id=\"28ee4ca\" 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=\"720\" height=\"426\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2024\/11\/exelon-blog-contact-bg.jpg\" class=\"attachment-full size-full wp-image-114002\" alt=\"Exelon Recognizes 10Pearls for Advancing Inclusivity in Business Practices\" srcset=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2024\/11\/exelon-blog-contact-bg.jpg 720w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2024\/11\/exelon-blog-contact-bg-300x178.jpg 300w\" sizes=\"auto, (max-width: 720px) 100vw, 720px\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-33dfe3f e-con-full e-flex e-con e-child\" data-id=\"33dfe3f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9450ebe elementor-widget elementor-widget-image\" data-id=\"9450ebe\" 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=\"300\" height=\"94\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2024\/04\/10P-Logo.svg\" class=\"attachment-medium size-medium wp-image-83077\" alt=\"10p-logo-get-in-touch\" 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-51bf773 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"51bf773\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Get in touch with us<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-28e2854 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"28e2854\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Global digital transformation and product engineering partner<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c892927 elementor-widget elementor-widget-wpforms\" data-id=\"c892927\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"wpforms.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"wpforms-container wpforms-container-full wpforms-render-modern\" id=\"wpforms-128773\"><form id=\"wpforms-form-128773\" class=\"wpforms-validate wpforms-form wpforms-ajax-form\" data-formid=\"128773\" method=\"post\" enctype=\"multipart\/form-data\" action=\"\/uk\/wp-json\/wp\/v2\/posts\/158475\" data-token=\"4b6cf8200b40c0ebf94b8ea3d80e6301\" data-token-time=\"1785782990\"><noscript class=\"wpforms-error-noscript\">Please enable JavaScript in your browser to complete this form.<\/noscript><div id=\"wpforms-error-noscript\" style=\"display: none;\">Please enable JavaScript in your browser to complete this form.<\/div><div class=\"wpforms-field-container\">\t\t<div id=\"wpforms-128773-field_1-container\"\n\t\t\tclass=\"wpforms-field 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elementor-section-height-default\" data-id=\"24ac5fc\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ba7a751\" data-id=\"ba7a751\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cf28be7 elementor-widget elementor-widget-heading\" data-id=\"cf28be7\" 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\">Related articles<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-e0308c9 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"e0308c9\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-da3920e\" data-id=\"da3920e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7b8fef8 elementor-widget elementor-widget-shortcode\" data-id=\"7b8fef8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\n    <div class=\"insights-section\">\n        <div class=\"swiper-outer-container casestudiesbox\">\n            <div class=\"swiper casestudiesbox-wrapper\">\n                <div class=\"swiper-wrapper\">\n\n                            <div class=\"swiper-slide\">\n            <div class=\"sa_hover_container\">\n                <div class=\"column\">\n                    <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/07\/ai-software-testing-companies-blog-thumb-1024x1024.webp\"\n                         class=\"front\"\n                         alt=\"Top AI-Powered Software Testing Companies\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">AI\/ML<\/p>\n                            <hr>\n                            <p class=\"h5\">Top AI-Powered Software Testing Companies<\/p>\n                            <p class=\"p\">Compare the top AI-powered software testing services and learn how automation, self-healing tests, and AI-augmented QA de-risk enterprise releases.<\/p>\n                        <\/div>\n                        <div class=\"self-align-end d-flex justify-content-end\">\n                            <a class=\"readmore-anchor\"\n                               href=\"https:\/\/10pearls.com\/uk\/blog\/top-software-testing-companies\/\"\n                               target=\"_blank\">Read More<\/a>\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n                <div class=\"swiper-slide\">\n            <div class=\"sa_hover_container\">\n                <div class=\"column\">\n                    <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/07\/corporate-ai-featured.webp\"\n                         class=\"front\"\n                         alt=\"Corporate AI Implementation Failure &#8211; Role of Leadership\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">AI\/ML<\/p>\n                            <hr>\n                            <p class=\"h5\">Corporate AI Implementation Failure &#8211; Role of Leadership<\/p>\n                            <p class=\"p\">Most enterprises now share the same models and tools, so why does AI still fail? The gap is leadership: prioritization, ownership, and governance, not better technology.<\/p>\n                        <\/div>\n                        <div class=\"self-align-end d-flex justify-content-end\">\n                            <a class=\"readmore-anchor\"\n                               href=\"https:\/\/10pearls.com\/uk\/blog\/ai-fails-because-of-leadership-not-technology\/\"\n                               target=\"_blank\">Read More<\/a>\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n                <div class=\"swiper-slide\">\n            <div class=\"sa_hover_container\">\n                <div class=\"column\">\n                    <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/06\/in-house-vs-outsourcing-blog-featured-image-1024x1024.webp\"\n                         class=\"front\"\n                         alt=\"In-House vs Outsource Mobile App Development: What&#8217;s Best?\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">Mobile app development<\/p>\n                            <hr>\n                            <p class=\"h5\">In-House vs Outsource Mobile App Development: What&#8217;s Best?<\/p>\n                            <p class=\"p\">Every mobile app starts with one decision: build in-house or outsource. We break down the real costs, tradeoffs, and the questions that determine which model is right for you.<\/p>\n                        <\/div>\n                        <div class=\"self-align-end d-flex justify-content-end\">\n                            <a class=\"readmore-anchor\"\n                               href=\"https:\/\/10pearls.com\/uk\/blog\/inhouse-vs-outsource-mobile-app-development\/\"\n                               target=\"_blank\">Read More<\/a>\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n                <div class=\"swiper-slide\">\n            <div class=\"sa_hover_container\">\n                <div class=\"column\">\n                    <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/06\/outome-based-pricing-blog-thumbnail.webp\"\n                         class=\"front\"\n                         alt=\"Outcome Based Pricing in Digital Engineering\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">AI\/ML<\/p>\n                            <hr>\n                            <p class=\"h5\">Outcome Based Pricing in Digital Engineering<\/p>\n                            <p class=\"p\">AI is making outcome-based pricing more viable, but success still depends on clear metrics, shared accountability, and disciplined execution.<\/p>\n                        <\/div>\n                        <div class=\"self-align-end d-flex justify-content-end\">\n                            <a class=\"readmore-anchor\"\n                               href=\"https:\/\/10pearls.com\/uk\/blog\/outcome-based-pricing-is-reshaping-digital-engineering\/\"\n                               target=\"_blank\">Read More<\/a>\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n                <div class=\"swiper-slide\">\n            <div class=\"sa_hover_container\">\n                <div class=\"column\">\n                    <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/06\/Main-3-1024x1024.webp\"\n                         class=\"front\"\n                         alt=\"The Hidden Risk Behind AI-Powered Software Development\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">AI\/ML<\/p>\n                            <hr>\n                            <p class=\"h5\">The Hidden Risk Behind AI-Powered Software Development<\/p>\n                            <p class=\"p\">AI coding tools are accelerating development, but code review, governance, and quality assurance aren&#039;t keeping pace. Learn how enterprises can scale AI development responsibly.<\/p>\n                        <\/div>\n                        <div class=\"self-align-end d-flex justify-content-end\">\n                            <a class=\"readmore-anchor\"\n                               href=\"https:\/\/10pearls.com\/uk\/blog\/hidden-risk-ai-powered-software-development\/\"\n                               target=\"_blank\">Read More<\/a>\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n                <div class=\"swiper-slide\">\n            <div class=\"sa_hover_container\">\n                <div class=\"column\">\n                    <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/Top.webp\"\n                         class=\"front\"\n                         alt=\"Top 10 custom software development companies delivering innovative solutions\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">Software development<\/p>\n                            <hr>\n                            <p class=\"h5\">Top 10 custom software development companies delivering innovative solutions<\/p>\n                            <p class=\"p\">This article compares the top 10 custom software development companies for 2026. The rankings are based on the average review rating on Clutch<\/p>\n                        <\/div>\n                        <div class=\"self-align-end d-flex justify-content-end\">\n                            <a class=\"readmore-anchor\"\n                               href=\"https:\/\/10pearls.com\/uk\/blog\/top-custom-software-development-companies\/\"\n                               target=\"_blank\">Read More<\/a>\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n                <div class=\"swiper-slide\">\n            <div class=\"sa_hover_container\">\n                <div class=\"column\">\n                    <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/04\/software-developer-challenges-featured.webp\"\n                         class=\"front\"\n                         alt=\"Software Development Challenges and Solutions for Modern Enterprises\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">Software development<\/p>\n                            <hr>\n                            <p class=\"h5\">Software Development Challenges and Solutions for Modern Enterprises<\/p>\n                            <p class=\"p\">Discover the top software development challenges enterprises face, legacy systems, security, talent shortages, and proven solutions to overcome them.<\/p>\n                        <\/div>\n                        <div class=\"self-align-end d-flex justify-content-end\">\n                            <a class=\"readmore-anchor\"\n                               href=\"https:\/\/10pearls.com\/uk\/blog\/software-development-challenges-solutions\/\"\n                               target=\"_blank\">Read More<\/a>\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n                <div class=\"swiper-slide\">\n            <div class=\"sa_hover_container\">\n                <div class=\"column\">\n                    <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/03\/Thumbnsil-1024x1024.webp\"\n                         class=\"front\"\n                         alt=\"How AI is transforming Agile in 2026\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">Software development<\/p>\n                            <hr>\n                            <p class=\"h5\">How AI is transforming Agile in 2026<\/p>\n                            <p class=\"p\">Modern Agile evolves with AI, cloud, and governance, reshaping team workflows and delivery for scalable, secure enterprise software in 2026.<\/p>\n                        <\/div>\n                        <div class=\"self-align-end d-flex justify-content-end\">\n                            <a class=\"readmore-anchor\"\n                               href=\"https:\/\/10pearls.com\/uk\/blog\/agile-software-development\/\"\n                               target=\"_blank\">Read More<\/a>\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n                <div class=\"swiper-slide\">\n            <div class=\"sa_hover_container\">\n                <div class=\"column\">\n                    <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/01\/top-software-development-technologies-feature-image.webp\"\n                         class=\"front\"\n                         alt=\"Explore the tech driving software development innovation\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">Software development<\/p>\n                            <hr>\n                            <p class=\"h5\">Explore the tech driving software development innovation<\/p>\n                            <p class=\"p\">Our top software development technologies in 2026 overview covers AI tools, low code &amp; cloud development tools, programming languages, and databases.<\/p>\n                        <\/div>\n                        <div class=\"self-align-end d-flex justify-content-end\">\n                            <a class=\"readmore-anchor\"\n                               href=\"https:\/\/10pearls.com\/uk\/blog\/top-software-development-technologies\/\"\n                               target=\"_blank\">Read More<\/a>\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n                <div class=\"swiper-slide\">\n            <div class=\"sa_hover_container\">\n                <div class=\"column\">\n                    <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2024\/05\/top_industries_driving_main_blog.webp\"\n                         class=\"front\"\n                         alt=\"Top sectors using custom software in Saudi Arabia\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">Software development<\/p>\n                            <hr>\n                            <p class=\"h5\">Top sectors using custom software in Saudi Arabia<\/p>\n                            <p class=\"p\">Saudi Arabia is quickly shifting away from an oil-based economy for the first time in approximately 8 decades. 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compliance.<\/p>\n","protected":false},"author":75,"featured_media":159035,"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 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