{"id":9522,"date":"2026-08-02T21:12:01","date_gmt":"2026-08-02T19:12:01","guid":{"rendered":"https:\/\/www.almtoolbox.com\/blog\/?p=9522"},"modified":"2026-08-04T08:15:07","modified_gmt":"2026-08-04T06:15:07","slug":"milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow","status":"publish","type":"post","link":"https:\/\/www.almtoolbox.com\/blog\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\/","title":{"rendered":"Milestone AI and GitLab: Measure What AI Is Really Doing in your Delivery Workflow"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">AI is everywhere in software engineering right now, but one question still matters more than the rest: is it actually helping your team ship better software?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If your organization runs on GitLab, Milestone AI gives you a practical way to answer that question. Instead of relying on assumptions, it connects GitLab activity with AI usage signals and engineering metrics so you can see how GenAI tools affect delivery speed, review effort, code quality, and overall ROI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For DevOps leaders, software managers, and platform teams, that is a big shift. GitLab remains the system of record for code and delivery. Milestone becomes the measurement layer that tells you whether AI is improving your engineering flow or simply adding more noise.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Why GitLab teams need a measurement layer<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">GitLab already gives teams a powerful workflow for source control, merge requests, releases, and planning. But GitLab alone does not tell you whether AI-assisted development is helping or hurting your process.docs.gitlab+1<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That is where Milestone AI stands out. It is designed to correlate AI telemetry from tools like Copilot, Cursor, Claude, and others with real repository activity in GitLab. This means you can measure the impact of AI on the work itself, not just on tool usage.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The result is a clearer answer to questions engineering leaders care about:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Are AI-assisted merge requests moving faster?<\/li>\n\n\n\n<li>Are senior reviewers seeing more cleanup work?<\/li>\n\n\n\n<li>Is code quality improving after AI adoption?<\/li>\n\n\n\n<li>Which teams are getting real value from AI?<\/li>\n\n\n\n<li>Is AI helping delivery or creating more rework?<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">How Milestone connects to GitLab<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Milestone supports GitLab as a source and works with both GitLab SaaS and self-managed setups. The integration is read-only and uses a GitLab access token with read_api, read_user, and read_repository scopes, so you can connect it without changing your development workflow or giving it unnecessary privileges.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Once connected, Milestone ingests commit history, merge request activity, and related metadata from GitLab. It then maps AI involvement to actual code changes, giving leaders a system of record for AI-assisted development instead of a shallow dashboard of usage counts.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">What Milestone AI measures in GitLab<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">This is where Milestone becomes especially useful for teams that want real engineering evidence. It can track:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Merge request and PR cycle time.<\/li>\n\n\n\n<li>Review time and review depth.<\/li>\n\n\n\n<li>Post-review change rate.<\/li>\n\n\n\n<li>Code stability and code longevity.<\/li>\n\n\n\n<li>Deployment frequency.<\/li>\n\n\n\n<li>Lead time for changes.<\/li>\n\n\n\n<li>Change failure rate.<\/li>\n\n\n\n<li>Bug density and test coverage<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Those metrics matter because they show whether AI is making your GitLab workflow faster, safer, and more efficient &#8211; or just more active.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For example, if AI-assisted merge requests are landing quickly but showing high post-review change rates, that suggests the team may be trading speed for rework. If review depth drops while defect rates rise, AI may be helping throughput but weakening quality<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Why this matters for DevOps and engineering leaders<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">In many organizations, AI adoption is moving faster than the ability to measure its impact. Teams know they are using AI more, but they cannot always prove that it is producing better outcomes.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Milestone helps close that gap. By tying AI activity to GitLab data, it gives engineering leaders a way to connect usage, delivery, and quality in one place. That makes it easier to support budget decisions, AI governance, and platform strategy with evidence instead of opinion.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It also matters for distributed teams and growing engineering orgs. If your developers, reviewers, and release pipelines span multiple groups or regions, Milestone helps normalize visibility across those teams and gives leadership a consistent view of performance.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The bottom line<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">GitLab gives you the workflow. Milestone AI gives you the visibility.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Together, they let you measure how AI is affecting your codebase, your delivery speed, and your engineering ROI. For organizations trying to scale GenAI responsibly, that kind of clarity is no longer optional &#8211; it is the foundation for making better technical and business decisions.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI is everywhere in software engineering right now, but one question still matters more than the rest: is it actually helping your team ship better software? If your organization runs on GitLab, Milestone AI gives you a practical way to answer that question. Instead of relying on assumptions, it connects GitLab activity with AI usage [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-9522","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Milestone AI and GitLab: Measure What AI Is Really Doing in your Delivery Workflow - ALMtoolbox News<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.almtoolbox.com\/blog\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Milestone AI and GitLab: Measure What AI Is Really Doing in your Delivery Workflow - ALMtoolbox News\" \/>\n<meta property=\"og:description\" content=\"AI is everywhere in software engineering right now, but one question still matters more than the rest: is it actually helping your team ship better software? If your organization runs on GitLab, Milestone AI gives you a practical way to answer that question. Instead of relying on assumptions, it connects GitLab activity with AI usage [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.almtoolbox.com\/blog\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\/\" \/>\n<meta property=\"og:site_name\" content=\"ALMtoolbox News\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/almtoolbox.israel\/\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-02T19:12:01+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-08-04T06:15:07+00:00\" \/>\n<meta name=\"author\" content=\"Tamir Gefen\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@Dikla\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Tamir Gefen\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\\\/\"},\"author\":{\"name\":\"Tamir Gefen\",\"@id\":\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/#\\\/schema\\\/person\\\/409e35aa3486f92208065230bb6ebb63\"},\"headline\":\"Milestone AI and GitLab: Measure What AI Is Really Doing in your Delivery Workflow\",\"datePublished\":\"2026-08-02T19:12:01+00:00\",\"dateModified\":\"2026-08-04T06:15:07+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\\\/\"},\"wordCount\":663,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/#organization\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\\\/\",\"url\":\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\\\/\",\"name\":\"Milestone AI and GitLab: Measure What AI Is Really Doing in your Delivery Workflow - ALMtoolbox News\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/#website\"},\"datePublished\":\"2026-08-02T19:12:01+00:00\",\"dateModified\":\"2026-08-04T06:15:07+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Milestone AI and GitLab: Measure What AI Is Really Doing in your Delivery Workflow\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/\",\"name\":\"ALMtoolbox News\",\"description\":\"All the news of ALMtoolbox\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/#organization\",\"name\":\"ALMtoolbox\",\"url\":\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/wp-content\\\/uploads\\\/\\\/2015\\\/10\\\/logo.png\",\"contentUrl\":\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/wp-content\\\/uploads\\\/\\\/2015\\\/10\\\/logo.png\",\"width\":410,\"height\":190,\"caption\":\"ALMtoolbox\"},\"image\":{\"@id\":\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/almtoolbox.israel\\\/\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/almtoolbox\\\/\",\"https:\\\/\\\/www.youtube.com\\\/user\\\/GoMidjets\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.almtoolbox.com\\\/blog\\\/#\\\/schema\\\/person\\\/409e35aa3486f92208065230bb6ebb63\",\"name\":\"Tamir Gefen\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/d3d4df00aa386b2805c42441dfebcedd46abf25846febb352f00c11524d994c4?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/d3d4df00aa386b2805c42441dfebcedd46abf25846febb352f00c11524d994c4?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/d3d4df00aa386b2805c42441dfebcedd46abf25846febb352f00c11524d994c4?s=96&d=mm&r=g\",\"caption\":\"Tamir Gefen\"},\"sameAs\":[\"https:\\\/\\\/x.com\\\/Dikla\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Milestone AI and GitLab: Measure What AI Is Really Doing in your Delivery Workflow - ALMtoolbox News","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.almtoolbox.com\/blog\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\/","og_locale":"en_US","og_type":"article","og_title":"Milestone AI and GitLab: Measure What AI Is Really Doing in your Delivery Workflow - ALMtoolbox News","og_description":"AI is everywhere in software engineering right now, but one question still matters more than the rest: is it actually helping your team ship better software? If your organization runs on GitLab, Milestone AI gives you a practical way to answer that question. Instead of relying on assumptions, it connects GitLab activity with AI usage [&hellip;]","og_url":"https:\/\/www.almtoolbox.com\/blog\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\/","og_site_name":"ALMtoolbox News","article_publisher":"https:\/\/www.facebook.com\/almtoolbox.israel\/","article_published_time":"2026-08-02T19:12:01+00:00","article_modified_time":"2026-08-04T06:15:07+00:00","author":"Tamir Gefen","twitter_card":"summary_large_image","twitter_creator":"@Dikla","twitter_misc":{"Written by":"Tamir Gefen","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.almtoolbox.com\/blog\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\/#article","isPartOf":{"@id":"https:\/\/www.almtoolbox.com\/blog\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\/"},"author":{"name":"Tamir Gefen","@id":"https:\/\/www.almtoolbox.com\/blog\/#\/schema\/person\/409e35aa3486f92208065230bb6ebb63"},"headline":"Milestone AI and GitLab: Measure What AI Is Really Doing in your Delivery Workflow","datePublished":"2026-08-02T19:12:01+00:00","dateModified":"2026-08-04T06:15:07+00:00","mainEntityOfPage":{"@id":"https:\/\/www.almtoolbox.com\/blog\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\/"},"wordCount":663,"commentCount":0,"publisher":{"@id":"https:\/\/www.almtoolbox.com\/blog\/#organization"},"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.almtoolbox.com\/blog\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.almtoolbox.com\/blog\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\/","url":"https:\/\/www.almtoolbox.com\/blog\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\/","name":"Milestone AI and GitLab: Measure What AI Is Really Doing in your Delivery Workflow - ALMtoolbox News","isPartOf":{"@id":"https:\/\/www.almtoolbox.com\/blog\/#website"},"datePublished":"2026-08-02T19:12:01+00:00","dateModified":"2026-08-04T06:15:07+00:00","breadcrumb":{"@id":"https:\/\/www.almtoolbox.com\/blog\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.almtoolbox.com\/blog\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.almtoolbox.com\/blog\/milestone-ai-and-gitlab-measure-what-ai-is-really-doing-in-your-delivery-workflow\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.almtoolbox.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Milestone AI and GitLab: Measure What AI Is Really Doing in your Delivery Workflow"}]},{"@type":"WebSite","@id":"https:\/\/www.almtoolbox.com\/blog\/#website","url":"https:\/\/www.almtoolbox.com\/blog\/","name":"ALMtoolbox News","description":"All the news of ALMtoolbox","publisher":{"@id":"https:\/\/www.almtoolbox.com\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.almtoolbox.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.almtoolbox.com\/blog\/#organization","name":"ALMtoolbox","url":"https:\/\/www.almtoolbox.com\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.almtoolbox.com\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/www.almtoolbox.com\/blog\/wp-content\/uploads\/\/2015\/10\/logo.png","contentUrl":"https:\/\/www.almtoolbox.com\/blog\/wp-content\/uploads\/\/2015\/10\/logo.png","width":410,"height":190,"caption":"ALMtoolbox"},"image":{"@id":"https:\/\/www.almtoolbox.com\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/almtoolbox.israel\/","https:\/\/www.linkedin.com\/company\/almtoolbox\/","https:\/\/www.youtube.com\/user\/GoMidjets"]},{"@type":"Person","@id":"https:\/\/www.almtoolbox.com\/blog\/#\/schema\/person\/409e35aa3486f92208065230bb6ebb63","name":"Tamir Gefen","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/d3d4df00aa386b2805c42441dfebcedd46abf25846febb352f00c11524d994c4?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/d3d4df00aa386b2805c42441dfebcedd46abf25846febb352f00c11524d994c4?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/d3d4df00aa386b2805c42441dfebcedd46abf25846febb352f00c11524d994c4?s=96&d=mm&r=g","caption":"Tamir Gefen"},"sameAs":["https:\/\/x.com\/Dikla"]}]}},"_links":{"self":[{"href":"https:\/\/www.almtoolbox.com\/blog\/wp-json\/wp\/v2\/posts\/9522","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.almtoolbox.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.almtoolbox.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.almtoolbox.com\/blog\/wp-json\/wp\/v2\/users\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/www.almtoolbox.com\/blog\/wp-json\/wp\/v2\/comments?post=9522"}],"version-history":[{"count":3,"href":"https:\/\/www.almtoolbox.com\/blog\/wp-json\/wp\/v2\/posts\/9522\/revisions"}],"predecessor-version":[{"id":9536,"href":"https:\/\/www.almtoolbox.com\/blog\/wp-json\/wp\/v2\/posts\/9522\/revisions\/9536"}],"wp:attachment":[{"href":"https:\/\/www.almtoolbox.com\/blog\/wp-json\/wp\/v2\/media?parent=9522"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.almtoolbox.com\/blog\/wp-json\/wp\/v2\/categories?post=9522"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.almtoolbox.com\/blog\/wp-json\/wp\/v2\/tags?post=9522"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}