{"id":53065,"date":"2025-09-16T12:27:29","date_gmt":"2025-09-16T12:27:29","guid":{"rendered":"https:\/\/www.devopsschool.com\/blog\/?p=53065"},"modified":"2026-02-21T08:26:07","modified_gmt":"2026-02-21T08:26:07","slug":"top-10-ai-model-governance-tools-in-2025-features-pros-cons-comparison","status":"publish","type":"post","link":"https:\/\/www.devopsschool.com\/blog\/top-10-ai-model-governance-tools-in-2025-features-pros-cons-comparison\/","title":{"rendered":"Top 10 AI Model Governance Tools in 2026: Features, Pros, Cons &amp; Comparison"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\">Introduction<\/h1>\n\n\n\n<p>As artificial intelligence becomes a core driver of business transformation in 2026, enterprises face increasing pressure to ensure their AI models are <strong>trustworthy, compliant, and transparent<\/strong>. This is where <strong>AI Model Governance Tools<\/strong> step in. These solutions provide frameworks for managing the entire AI lifecycle\u2014covering model documentation, compliance checks, bias detection, monitoring, explainability, and risk management.<\/p>\n\n\n\n<p>With regulators tightening AI compliance standards (such as the EU AI Act, U.S. AI Bill of Rights, and ISO\/IEC AI ethics standards), companies can no longer rely on ad-hoc approaches. The best AI model governance tools in 2026 not only ensure ethical AI practices but also help businesses avoid reputational and financial risks.<\/p>\n\n\n\n<p>In this blog, we\u2019ll explore the <strong>Top 10 AI Model Governance Tools<\/strong> in 2026, comparing their features, pros, cons, and ideal use cases to help you select the right one for your organization.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h2 class=\"wp-block-heading\">Top 10 AI Model Governance Tools in 2026<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"373\" src=\"https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2025\/09\/2_compressed-10.jpg\" alt=\"\" class=\"wp-image-53712\" style=\"width:840px;height:auto\" srcset=\"https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2025\/09\/2_compressed-10.jpg 800w, https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2025\/09\/2_compressed-10-300x140.jpg 300w, https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2025\/09\/2_compressed-10-768x358.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">1. <strong>IBM Watson OpenScale<\/strong><\/h3>\n\n\n\n<p><strong>Short Description:<\/strong> IBM\u2019s flagship governance tool designed for enterprises needing <strong>bias detection, explainability, and compliance monitoring<\/strong> for AI models at scale.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Continuous bias detection and mitigation<\/li>\n\n\n\n<li>Explainable AI dashboards for transparency<\/li>\n\n\n\n<li>Integration with IBM Cloud Pak for Data<\/li>\n\n\n\n<li>Automated compliance documentation<\/li>\n\n\n\n<li>Model drift monitoring and alerts<\/li>\n\n\n\n<li>Works across hybrid and multi-cloud environments<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Enterprise-grade compliance support<\/li>\n\n\n\n<li>Strong explainability and monitoring tools<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Complex setup for smaller organizations<\/li>\n\n\n\n<li>Pricing on the higher end<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">2. <strong>Microsoft Responsible AI Dashboard (Azure AI)<\/strong><\/h3>\n\n\n\n<p><strong>Short Description:<\/strong> A governance framework embedded in Azure AI, helping developers and enterprises build <strong>fair, transparent, and accountable AI systems<\/strong>.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Fairness and bias detection modules<\/li>\n\n\n\n<li>Interpretability with SHAP and LIME integration<\/li>\n\n\n\n<li>Data quality assessment tools<\/li>\n\n\n\n<li>Risk dashboards aligned with regulatory frameworks<\/li>\n\n\n\n<li>Native integration with Azure ML pipelines<\/li>\n\n\n\n<li>Audit trail support for compliance<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Deep integration with Azure ecosystem<\/li>\n\n\n\n<li>User-friendly dashboards for governance teams<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Best suited for Azure-first organizations<\/li>\n\n\n\n<li>Limited support for non-Microsoft environments<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">3. <strong>Google Vertex AI Model Monitoring<\/strong><\/h3>\n\n\n\n<p><strong>Short Description:<\/strong> Governance and observability suite for AI models deployed on <strong>Google Cloud\u2019s Vertex AI platform<\/strong>, with strong MLOps integration.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Continuous model drift detection<\/li>\n\n\n\n<li>Built-in explainable AI APIs<\/li>\n\n\n\n<li>Regulatory alignment templates<\/li>\n\n\n\n<li>Data lineage and audit tracking<\/li>\n\n\n\n<li>Flexible monitoring for structured and unstructured data<\/li>\n\n\n\n<li>Pre-integrated with BigQuery and Looker<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Excellent scalability and cloud-native design<\/li>\n\n\n\n<li>Strong integration with Google ecosystem<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Lacks depth for multi-cloud governance<\/li>\n\n\n\n<li>Pricing scales quickly with large workloads<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">4. <strong>Fiddler AI<\/strong><\/h3>\n\n\n\n<p><strong>Short Description:<\/strong> A dedicated <strong>AI explainability and monitoring platform<\/strong>, trusted for its transparency-first approach.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Explainable AI with human-readable insights<\/li>\n\n\n\n<li>Bias and fairness testing frameworks<\/li>\n\n\n\n<li>Real-time performance monitoring<\/li>\n\n\n\n<li>Compliance-ready audit reporting<\/li>\n\n\n\n<li>Support for custom ML frameworks<\/li>\n\n\n\n<li>Role-based access controls for governance teams<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Strong focus on explainability<\/li>\n\n\n\n<li>Easy-to-use platform for governance officers<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Limited end-to-end lifecycle management<\/li>\n\n\n\n<li>Higher cost for small businesses<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">5. <strong>Truera<\/strong><\/h3>\n\n\n\n<p><strong>Short Description:<\/strong> AI model intelligence platform focusing on <strong>explainability, fairness, and governance across diverse ML ecosystems<\/strong>.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Pre-deployment fairness testing<\/li>\n\n\n\n<li>Post-deployment drift and bias monitoring<\/li>\n\n\n\n<li>AI-powered explainability across NLP, CV, and tabular data<\/li>\n\n\n\n<li>Model lifecycle documentation for compliance<\/li>\n\n\n\n<li>Plug-and-play integrations with ML pipelines<\/li>\n\n\n\n<li>Audit-friendly governance reports<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Works across multiple ML frameworks<\/li>\n\n\n\n<li>Comprehensive governance reporting<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Slight learning curve for new users<\/li>\n\n\n\n<li>Pricing not transparent<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">6. <strong>Arize AI<\/strong><\/h3>\n\n\n\n<p><strong>Short Description:<\/strong> A leading <strong>AI observability platform<\/strong> designed for monitoring, debugging, and governing production AI systems.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Real-time model performance dashboards<\/li>\n\n\n\n<li>Drift detection and retraining triggers<\/li>\n\n\n\n<li>Bias and fairness analytics<\/li>\n\n\n\n<li>Explainability with heatmaps and feature attribution<\/li>\n\n\n\n<li>Scalable cloud-native architecture<\/li>\n\n\n\n<li>Integrates with Databricks, Snowflake, and major ML tools<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Strong MLOps + governance fusion<\/li>\n\n\n\n<li>Highly visual, user-friendly interface<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Advanced features locked in enterprise plans<\/li>\n\n\n\n<li>Best for mid-to-large-scale deployments<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">7. <strong>Credo AI<\/strong><\/h3>\n\n\n\n<p><strong>Short Description:<\/strong> A <strong>compliance-first AI governance platform<\/strong> focused on helping organizations align with global AI regulations.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Policy-driven governance workflows<\/li>\n\n\n\n<li>AI risk scoring and assessment<\/li>\n\n\n\n<li>Regulatory alignment templates (EU AI Act, NIST, ISO)<\/li>\n\n\n\n<li>Audit-ready compliance documentation<\/li>\n\n\n\n<li>Centralized control over AI projects<\/li>\n\n\n\n<li>Customizable governance playbooks<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Strong compliance and regulatory focus<\/li>\n\n\n\n<li>Easy to integrate with existing ML workflows<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Less technical monitoring vs. other platforms<\/li>\n\n\n\n<li>Requires strong governance culture to be effective<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">8. <strong>Aporia<\/strong><\/h3>\n\n\n\n<p><strong>Short Description:<\/strong> An <strong>AI monitoring and governance platform<\/strong> designed for transparency and real-time visibility.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Model drift and bias detection<\/li>\n\n\n\n<li>Root cause analysis of anomalies<\/li>\n\n\n\n<li>Custom governance dashboards<\/li>\n\n\n\n<li>Alerts for compliance-critical metrics<\/li>\n\n\n\n<li>Hybrid deployment options<\/li>\n\n\n\n<li>Lightweight integration with ML pipelines<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Lightweight, fast to implement<\/li>\n\n\n\n<li>Flexible dashboard customization<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Smaller ecosystem compared to larger players<\/li>\n\n\n\n<li>Limited advanced governance workflows<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">9. <strong>Arthur AI<\/strong><\/h3>\n\n\n\n<p><strong>Short Description:<\/strong> Governance tool specializing in <strong>responsible AI monitoring and explainability<\/strong>.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Bias and fairness testing modules<\/li>\n\n\n\n<li>Explainable AI APIs for developers<\/li>\n\n\n\n<li>Audit-friendly governance tracking<\/li>\n\n\n\n<li>Flexible deployment options (cloud\/on-prem)<\/li>\n\n\n\n<li>Real-time monitoring and drift detection<\/li>\n\n\n\n<li>Data lineage and traceability<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Strong explainability capabilities<\/li>\n\n\n\n<li>Compliance-friendly by design<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Less focus on enterprise integrations<\/li>\n\n\n\n<li>UI could be more intuitive<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">10. <strong>DataRobot AI Governance<\/strong><\/h3>\n\n\n\n<p><strong>Short Description:<\/strong> An end-to-end governance suite integrated into the <strong>DataRobot enterprise AI platform<\/strong>.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Automated compliance workflows<\/li>\n\n\n\n<li>Model documentation and risk scoring<\/li>\n\n\n\n<li>Fairness and bias detection<\/li>\n\n\n\n<li>Continuous monitoring with retraining triggers<\/li>\n\n\n\n<li>Integration with enterprise MLOps pipelines<\/li>\n\n\n\n<li>Role-based governance control<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Complete AI lifecycle + governance in one platform<\/li>\n\n\n\n<li>Enterprise-ready with strong support<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Primarily suited for DataRobot users<\/li>\n\n\n\n<li>Pricing less flexible for SMBs<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h2 class=\"wp-block-heading\">Comparison Table<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Tool Name<\/th><th>Best For<\/th><th>Platforms Supported<\/th><th>Standout Feature<\/th><th>Pricing<\/th><th>Rating*<\/th><\/tr><\/thead><tbody><tr><td>IBM Watson OpenScale<\/td><td>Large enterprises<\/td><td>Multi-cloud<\/td><td>Bias detection &amp; explainability<\/td><td>Custom<\/td><td>4.5\/5<\/td><\/tr><tr><td>Microsoft Responsible AI<\/td><td>Azure-first orgs<\/td><td>Azure ML<\/td><td>Fairness + risk dashboard<\/td><td>Pay-as-you-go<\/td><td>4.6\/5<\/td><\/tr><tr><td>Google Vertex AI<\/td><td>Google ecosystem<\/td><td>GCP<\/td><td>Scalable drift monitoring<\/td><td>Pay-as-you-go<\/td><td>4.5\/5<\/td><\/tr><tr><td>Fiddler AI<\/td><td>Governance officers<\/td><td>Multi-cloud<\/td><td>Explainability insights<\/td><td>Custom<\/td><td>4.4\/5<\/td><\/tr><tr><td>Truera<\/td><td>Cross-industry ML<\/td><td>Multi-framework<\/td><td>Lifecycle governance<\/td><td>Custom<\/td><td>4.3\/5<\/td><\/tr><tr><td>Arize AI<\/td><td>Mid-large enterprises<\/td><td>Cloud-native<\/td><td>AI observability dashboards<\/td><td>Free tier + custom<\/td><td>4.6\/5<\/td><\/tr><tr><td>Credo AI<\/td><td>Regulated industries<\/td><td>Multi-cloud<\/td><td>Regulatory compliance<\/td><td>Custom<\/td><td>4.7\/5<\/td><\/tr><tr><td>Aporia<\/td><td>Fast adopters<\/td><td>Hybrid<\/td><td>Real-time bias detection<\/td><td>Starts $500\/mo<\/td><td>4.4\/5<\/td><\/tr><tr><td>Arthur AI<\/td><td>SMEs &amp; regulated orgs<\/td><td>Cloud\/On-prem<\/td><td>Explainable AI APIs<\/td><td>Custom<\/td><td>4.3\/5<\/td><\/tr><tr><td>DataRobot AI Governance<\/td><td>DataRobot users<\/td><td>Cloud-native<\/td><td>End-to-end governance<\/td><td>Custom<\/td><td>4.5\/5<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>*Ratings are approximations based on G2\/Capterra\/Trustpilot reviews as of 2026.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h2 class=\"wp-block-heading\">Which AI Model Governance Tool is Right for You?<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Small to Medium Businesses (SMBs):<\/strong> Aporia, Arthur AI (affordable, lightweight, fast setup).<\/li>\n\n\n\n<li><strong>Large Enterprises:<\/strong> IBM Watson OpenScale, DataRobot AI Governance (end-to-end governance + enterprise features).<\/li>\n\n\n\n<li><strong>Highly Regulated Industries (Finance, Healthcare, Government):<\/strong> Credo AI, Microsoft Responsible AI (compliance-first).<\/li>\n\n\n\n<li><strong>Multi-cloud\/Mixed ML Ecosystems:<\/strong> Fiddler AI, Truera (broad framework compatibility).<\/li>\n\n\n\n<li><strong>Tech-first Companies Needing Observability:<\/strong> Arize AI, Google Vertex AI (strong in real-time monitoring).<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h2 class=\"wp-block-heading\">Conclusion<\/h2>\n\n\n\n<p>In 2026, <strong>AI Model Governance Tools<\/strong> are no longer optional\u2014they are a <strong>business-critical requirement<\/strong>. From regulatory compliance to ensuring fairness, explainability, and accountability, these platforms protect both businesses and consumers.<\/p>\n\n\n\n<p>The right tool for you depends on <strong>your scale, industry, and governance maturity<\/strong>. If compliance is your top priority, tools like Credo AI shine. If observability and performance monitoring are essential, Arize AI or Google Vertex AI may be better suited.<\/p>\n\n\n\n<p>The best next step? Explore <strong>free trials, demos, or sandbox versions<\/strong> to see how each tool aligns with your team\u2019s workflows.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h2 class=\"wp-block-heading\">FAQs<\/h2>\n\n\n\n<p><strong>Q1. What are AI Model Governance Tools?<\/strong><br>They are software platforms that ensure AI models are ethical, transparent, compliant, and reliable across their lifecycle.<\/p>\n\n\n\n<p><strong>Q2. Why are AI Model Governance Tools important in 2026?<\/strong><br>With increasing regulations like the EU AI Act and stricter ethical standards, governance tools help avoid fines, bias issues, and reputational risks.<\/p>\n\n\n\n<p><strong>Q3. Which industries need AI governance the most?<\/strong><br>Finance, healthcare, government, e-commerce, and any sector dealing with sensitive data or regulated environments.<\/p>\n\n\n\n<p><strong>Q4. Can SMBs use AI Model Governance Tools?<\/strong><br>Yes. Lightweight platforms like Aporia and Arthur AI are designed for SMBs without requiring heavy infrastructure.<\/p>\n\n\n\n<p><strong>Q5. How do these tools support compliance?<\/strong><br>They provide audit trails, automated documentation, bias checks, and risk scoring aligned with frameworks like NIST AI RMF and the EU AI Act.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h2 class=\"wp-block-heading\">Meta Description<\/h2>\n\n\n\n<p>Discover the <strong>Top 10 AI Model Governance Tools in 2026<\/strong>. Compare features, pros &amp; cons, pricing, and ratings to find the best AI governance software for your business.<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduction As artificial intelligence becomes a core driver of business transformation in 2026, enterprises face increasing pressure to ensure their AI models are trustworthy, compliant, and transparent. This is where&#8230; <\/p>\n","protected":false},"author":54,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_joinchat":[],"footnotes":""},"categories":[2],"tags":[],"class_list":["post-53065","post","type-post","status-publish","format-standard","hentry","category-uncategorised"],"_links":{"self":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/53065","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/users\/54"}],"replies":[{"embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/comments?post=53065"}],"version-history":[{"count":4,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/53065\/revisions"}],"predecessor-version":[{"id":59798,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/53065\/revisions\/59798"}],"wp:attachment":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/media?parent=53065"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/categories?post=53065"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/tags?post=53065"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}