Evidently is an open-source framework (Apache 2.0) with 40M+ downloads that helps teams evaluate, test, and monitor data and AI systems. You can use it as a standalone Python library or as part of a self-hosted platform.
Evidently Python library helps run data and AI evaluations with 100+ metrics, a declarative testing API, and a lightweight visual interface to explore the results. You can also use it to generate synthetic data and run prompt optimization workflows.
Evidently platform provides AI testing and observability infrastructure for production systems. It includes tracing, storage for AI application data and evaluation runs, test dataset management, and dashboards to visualize evaluation results.
Our goal is to help teams build and maintain reliable, high-performing AI products: from predictive ML models to complex LLM-powered systems.
{"docsConfig":{"theme":"mint","$schema":"https://mintlify.com/docs.json","name":"Documentation","colors":{"primary":"#ed0400","light":"#f59aa2","dark":"#ed0400"},"logo":{"light":"https://mintcdn.com/evi/gn-d62Rtg7HFSug2/logo/evidently_ai_logo_docs.svg?fit=max\u0026auto=format\u0026n=gn-d62Rtg7HFSug2\u0026q=85\u0026s=4d219ff93ad92d52a6bde7bda39b03c5","dark":"https://mintcdn.com/evi/gn-d62Rtg7HFSug2/logo/evidently_ai_logo_docs_dark.svg?fit=max\u0026auto=format\u0026n=gn-d62Rtg7HFSug2\u0026q=85\u0026s=ef8bd36f926452f7826a150472cc41fa"},"favicon":"https://mintcdn.com/evi/8OEti_y2YYYC9e0v/logo/favicon.png?fit=max\u0026auto=format\u0026n=8OEti_y2YYYC9e0v\u0026q=85\u0026s=ec4f5d95e5ca060e02cf99eeb25eb81d","background":{"decoration":"gradient"},"navbar":{"links":[{"href":"https://www.evidentlyai.com","label":"Website"},{"href":"https://www.evidentlyai.com/get-demo","label":"Talk to us"},{"href":"https://app.evidently.cloud/","label":"Log in"}],"primary":{"type":"button","label":"Sign up","href":"https://www.evidentlyai.com/register"}},"footer":{"socials":{"x":"https://x.com/EvidentlyAI","github":"https://github.com/evidentlyai/evidently","linkedin":"https://www.linkedin.com/company/evidently-ai"}},"fonts":{"heading":{"family":"Manrope"},"body":{"family":"Manrope"}},"integrations":{"ga4":{"measurementId":"G-K75F5C0XM0"}},"styling":{"latex":false},"navigation":{"global":{"anchors":[{"anchor":"GitHub","icon":"github","href":"https://github.com/evidentlyai/evidently"},{"anchor":"Community","icon":"discord","href":"https://discord.gg/xZjKRaNp8b"}]},"pages":[]}},"deployment":{"deploymentMetadataValue":{"subdomain":"evi","hasAudioNarration":false,"actualSubdomain":"evi","customDomains":["docs.evidentlyai.com"],"gitSource":{"type":"github","owner":"evidentlyai","repo":"docs","deployBranch":"main","contentDirectory":"","isPrivate":true,"mountPath":"","label":""},"chroma":{"liveDeploymentHistoryId":"6a21e675572b750f6b6fa1f8","collectionId":"3c822812-0603-4847-8a1b-4830816e1a2e","schemaVersion":"v2"},"entitlements":{},"buildId":"6a21e675572b750f6b6fa1f8:success","clientVersion":"0.0.3908","searchFilterCounts":[{"language":"default","tag":"Docs","count":36},{"language":"default","tag":"Evaluations","count":20},{"language":"default","tag":"Platform","count":19},{"language":"default","tag":"Evaluation library","count":11},{"language":"default","tag":"Reference","count":9},{"language":"default","tag":"Run an evaluation","count":8},{"language":"default","tag":"F.A.Q.","count":7},{"language":"default","tag":"All Presets","count":6},{"language":"default","tag":"Examples","count":5},{"language":"default","tag":"Metric Customization","count":5}]},"assistantConfig":{},"hasChatPermissions":false,"hasWebMcpPermissions":false,"toggles":[{"name":"kill-isr","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"agent-mintlify-slack","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"editor-v7-file-tree","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"agent-integrations-settings","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"automations-pr-grouping","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"custom-prefix","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"analytics-v7","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"user-flows-analytics","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"no-publish-flow","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"workos-onboarding","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"llms-txt-v2","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"pause-universal-search-reconcile","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"snapshot-serving-live","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"stripTemperatureMiddleware","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"per-site-search-delta","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"support-platform-pylon-zendesk","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"editor-branches-v2-autocommit","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"editor-branches-v2","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"snapshot-serving","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"instant-rollback","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"granular-notifications-server","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"granular-notifications","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"editor-private-page-search","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"automations-fable","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"fixed-ai-action-pricing","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"automation-resolve-merge-conflict","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"scoped-publishing","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"mintql","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"page-level-analytics","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"teamspace","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"editor-version-history-v2","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"vite-origin","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"editor-nav-generations","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"billing-page-v2","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"workspace-projects","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"assistant-v5","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"byok-sep-25","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"fork-pr-previews","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"revalidation-jwt","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"editor-agent-model-picker","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"client-snapshot-docs-config","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"hobby-abuse-scan","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"dashboard-inbox","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false}],"isAtlas":false,"googleFontsInlined":true},"customCss":[],"page":{"pagePath":"introduction","slug":"/introduction","pageMetadata":{"title":"What is Evidently?","description":"Welcome to the Evidently documentation.","mode":"wide","href":"/introduction"},"description":{"compiledSource":"\"use strict\";\nconst {jsx: _jsx} = arguments[0];\nconst {useMDXComponents: _provideComponents} = arguments[0];\nfunction _createMdxContent(props) {\n const _components = {\n p: \"p\",\n ..._provideComponents(),\n ...props.components\n };\n return _jsx(_components.p, {\n children: \"Welcome to the Evidently documentation.\"\n });\n}\nfunction MDXContent(props = {}) {\n const {wrapper: MDXLayout} = {\n ..._provideComponents(),\n ...props.components\n };\n return MDXLayout ? _jsx(MDXLayout, {\n ...props,\n children: _jsx(_createMdxContent, {\n ...props\n })\n }) : _createMdxContent(props);\n}\nreturn {\n default: MDXContent\n};\n","frontmatter":{},"scope":{}},"pageType":"default","mdx":{"mdxSource":{"compiledSource":"\"use strict\";const{Fragment:_Fragment,jsx:_jsx,jsxs:_jsxs}=arguments[0];const{useMDXComponents:_provideComponents}=arguments[0];function _createMdxContent(props){const _components={li:`li`,p:`p`,strong:`strong`,ul:`ul`,..._provideComponents(),...props.components},{Card,CardGroup,Heading}=_components;if(!Card)_missingMdxReference(`Card`,true);if(!CardGroup)_missingMdxReference(`CardGroup`,true);if(!Heading)_missingMdxReference(`Heading`,true);return _jsxs(_Fragment,{children:[_jsx(_components.p,{children:`Evidently is an open-source framework (Apache 2.0) with 40M+ downloads that helps teams evaluate, test, and monitor data and AI systems. You can use it as a standalone Python library or as part of a self-hosted platform.`}),`\n`,_jsxs(_components.ul,{children:[`\n`,_jsxs(_components.li,{children:[_jsx(_components.strong,{children:`Evidently Python library`}),` helps run data and AI evaluations with 100+ metrics, a declarative testing API, and a lightweight visual interface to explore the results. You can also use it to generate synthetic data and run prompt optimization workflows.`]}),`\n`,_jsxs(_components.li,{children:[_jsx(_components.strong,{children:`Evidently platform`}),` provides AI testing and observability infrastructure for production systems. It includes tracing, storage for AI application data and evaluation runs, test dataset management, and dashboards to visualize evaluation results.`]}),`\n`]}),`\n`,_jsx(_components.p,{children:`Our goal is to help teams build and maintain reliable, high-performing AI products: from predictive ML models to complex LLM-powered systems.`}),`\n`,_jsx(Heading,{level:`2`,id:`get-started`,children:`Get started`}),`\n`,_jsx(_components.p,{children:`Run your first evaluation in a couple of minutes.`}),`\n`,_jsxs(CardGroup,{cols:`2`,children:[_jsx(Card,{title:`LLM evaluation`,icon:`comment-text`,href:`/quickstart_llm`,children:_jsx(_components.p,{children:`Evaluate the quality of LLM system outputs.`})}),_jsx(Card,{title:`ML monitoring`,icon:`table`,href:`/quickstart_ml`,children:_jsx(_components.p,{children:`Test tabular data quality and data drift.`})})]}),`\n`,_jsx(Heading,{level:`2`,id:`feature-overview`,children:`Feature overview`}),`\n`,_jsx(_components.p,{children:`What you can do with Evidently.`}),`\n`,_jsxs(CardGroup,{cols:`2`,children:[_jsx(Card,{title:`Evidently Platform`,href:`/docs/platform/overview`,img:`https://mintcdn.com/evi/DLHmQMW9F8KXZznS/images/platform_small-min.png?fit=max\u0026auto=format\u0026n=DLHmQMW9F8KXZznS\u0026q=85\u0026s=6138e2660b0441e51ea9243e054197c4`,\"data-og-width\":`1280`,width:`1280`,\"data-og-height\":`723`,height:`723`,\"data-path\":`images/platform_small-min.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/evi/DLHmQMW9F8KXZznS/images/platform_small-min.png?w=280\u0026fit=max\u0026auto=format\u0026n=DLHmQMW9F8KXZznS\u0026q=85\u0026s=5dbb6f77fd51d414e35d0208a4cda1de 280w, https://mintcdn.com/evi/DLHmQMW9F8KXZznS/images/platform_small-min.png?w=560\u0026fit=max\u0026auto=format\u0026n=DLHmQMW9F8KXZznS\u0026q=85\u0026s=44ef60d85d3f2cbde40a28bf6f9ffa8f 560w, https://mintcdn.com/evi/DLHmQMW9F8KXZznS/images/platform_small-min.png?w=840\u0026fit=max\u0026auto=format\u0026n=DLHmQMW9F8KXZznS\u0026q=85\u0026s=03936cf699730973d1f1d9fccf9a3d9c 840w, https://mintcdn.com/evi/DLHmQMW9F8KXZznS/images/platform_small-min.png?w=1100\u0026fit=max\u0026auto=format\u0026n=DLHmQMW9F8KXZznS\u0026q=85\u0026s=74d749f089ab5b01ac906d5923556534 1100w, https://mintcdn.com/evi/DLHmQMW9F8KXZznS/images/platform_small-min.png?w=1650\u0026fit=max\u0026auto=format\u0026n=DLHmQMW9F8KXZznS\u0026q=85\u0026s=eaeed169c906cc7392be8d1b98c4bb87 1650w, https://mintcdn.com/evi/DLHmQMW9F8KXZznS/images/platform_small-min.png?w=2500\u0026fit=max\u0026auto=format\u0026n=DLHmQMW9F8KXZznS\u0026q=85\u0026s=a80f89e4c8e26e38a7a4ddc88d8c676b 2500w`,children:_jsx(_components.p,{children:`Key features of the AI observability platform.`})}),_jsx(Card,{title:`Evidently library`,href:`docs/library/overview`,img:`https://mintcdn.com/evi/DLHmQMW9F8KXZznS/images/library_small-min.png?fit=max\u0026auto=format\u0026n=DLHmQMW9F8KXZznS\u0026q=85\u0026s=465155eb98acc808da5e0e2cb42bf50a`,\"data-og-width\":`1280`,width:`1280`,\"data-og-height\":`723`,height:`723`,\"data-path\":`images/library_small-min.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/evi/DLHmQMW9F8KXZznS/images/library_small-min.png?w=280\u0026fit=max\u0026auto=format\u0026n=DLHmQMW9F8KXZznS\u0026q=85\u0026s=248abec27fb90a110217b2dba712291e 280w, https://mintcdn.com/evi/DLHmQMW9F8KXZznS/images/library_small-min.png?w=560\u0026fit=max\u0026auto=format\u0026n=DLHmQMW9F8KXZznS\u0026q=85\u0026s=e052a745136226c233a22b72c5c6159d 560w, https://mintcdn.com/evi/DLHmQMW9F8KXZznS/images/library_small-min.png?w=840\u0026fit=max\u0026auto=format\u0026n=DLHmQMW9F8KXZznS\u0026q=85\u0026s=6ab784e25bdf127e534bdda1c9f24379 840w, https://mintcdn.com/evi/DLHmQMW9F8KXZznS/images/library_small-min.png?w=1100\u0026fit=max\u0026auto=format\u0026n=DLHmQMW9F8KXZznS\u0026q=85\u0026s=af50dc005bfe0811dc437429a614a0f7 1100w, https://mintcdn.com/evi/DLHmQMW9F8KXZznS/images/library_small-min.png?w=1650\u0026fit=max\u0026auto=format\u0026n=DLHmQMW9F8KXZznS\u0026q=85\u0026s=e05929f8c1ad1b135156085003996c21 1650w, https://mintcdn.com/evi/DLHmQMW9F8KXZznS/images/library_small-min.png?w=2500\u0026fit=max\u0026auto=format\u0026n=DLHmQMW9F8KXZznS\u0026q=85\u0026s=98df071c49b28fb013fb5cc5ecb32302 2500w`,children:_jsx(_components.p,{children:`How the Python evaluation library works.`})})]}),`\n`,_jsx(Heading,{level:`2`,id:`learn-more`,children:`Learn more`}),`\n`,_jsxs(CardGroup,{cols:`2`,children:[_jsx(Card,{title:`Metrics`,icon:`chart-simple`,href:`/metrics`,children:_jsx(_components.p,{children:`Browse the catalogue of 100+ evaluations.`})}),_jsx(Card,{title:`Cookbook`,icon:`code`,href:`/examples`,children:_jsx(_components.p,{children:`End-to-end code tutorials and examples.`})})]})]})}function MDXContent(props={}){const{wrapper:MDXLayout}={..._provideComponents(),...props.components};return MDXLayout?_jsx(MDXLayout,{...props,children:_jsx(_createMdxContent,{...props})}):_createMdxContent(props)}return{default:MDXContent};function _missingMdxReference(id,component){throw new Error(`Expected `+(component?`component`:`object`)+\" `\"+id+\"` to be defined: you likely forgot to import, pass, or provide it.\")}","frontmatter":{},"scope":{"config":{},"pageMetadata":{"title":"What is Evidently?","description":"Welcome to the Evidently documentation.","mode":"wide","href":"/introduction"}}},"mdxSourceWithNoJs":null},"mdxExtracts":{"tableOfContents":[{"title":"Get started","slug":"get-started","depth":2,"children":[]},{"title":"Feature overview","slug":"feature-overview","depth":2,"children":[]},{"title":"Learn more","slug":"learn-more","depth":2,"children":[]}],"codeExamples":{}},"jsLinks":[],"subdomain":"evi","siteName":"Documentation","title":"What is Evidently? - Documentation","navMaps":{"firstHrefInVersion":{},"firstHrefInLanguage":{}},"lastModified":"2026-05-18T16:47:22.967Z","originalFileLocation":"introduction.mdx"},"headHtml":"\u003cscript data-mint-head>(function(){var d=document.documentElement,p=null;if(!p){try{p=localStorage.getItem(\"isDarkMode\")}catch(e){}if(p==='true')p='dark';else if(p==='false')p='light';if(p!=='light'\u0026\u0026p!=='dark'\u0026\u0026p!=='system')p=\"system\"}var r=p==='system'?(matchMedia(\"(prefers-color-scheme: dark)\").matches?'dark':'light'):p;d.classList.remove(r==='dark'?'light':'dark');d.classList.add(r);d.setAttribute(\"data-theme-preference\",p)})();\u003c/script>\u003cmeta data-mint-head name=\"description\" content=\"Welcome to the Evidently documentation.\">\u003cmeta data-mint-head name=\"application-name\" content=\"Documentation\">\u003cmeta data-mint-head name=\"generator\" content=\"Mintlify\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"192x192\" href=\"/mintlify-assets/_mintlify/favicons/evi/uFYZAqP1kEoFxS8a/_generated/favicon/android-chrome-192x192.png\" media=\"(prefers-color-scheme: light)\">\u003clink data-mint-head rel=\"apple-touch-icon\" type=\"image/png\" sizes=\"180x180\" href=\"/mintlify-assets/_mintlify/favicons/evi/uFYZAqP1kEoFxS8a/_generated/favicon/apple-touch-icon.png\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/mintlify-assets/_mintlify/favicons/evi/uFYZAqP1kEoFxS8a/_generated/favicon/favicon-16x16.png\" media=\"(prefers-color-scheme: light)\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/mintlify-assets/_mintlify/favicons/evi/uFYZAqP1kEoFxS8a/_generated/favicon/favicon-32x32.png\" media=\"(prefers-color-scheme: light)\">\u003clink data-mint-head rel=\"shortcut icon\" type=\"image/x-icon\" href=\"/mintlify-assets/_mintlify/favicons/evi/uFYZAqP1kEoFxS8a/_generated/favicon/favicon.ico\" media=\"(prefers-color-scheme: light)\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"192x192\" href=\"/mintlify-assets/_mintlify/favicons/evi/uFYZAqP1kEoFxS8a/_generated/favicon-dark/android-chrome-192x192.png\" media=\"(prefers-color-scheme: dark)\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/mintlify-assets/_mintlify/favicons/evi/uFYZAqP1kEoFxS8a/_generated/favicon-dark/favicon-16x16.png\" media=\"(prefers-color-scheme: dark)\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/mintlify-assets/_mintlify/favicons/evi/uFYZAqP1kEoFxS8a/_generated/favicon-dark/favicon-32x32.png\" media=\"(prefers-color-scheme: dark)\">\u003clink data-mint-head rel=\"shortcut icon\" type=\"image/x-icon\" href=\"/mintlify-assets/_mintlify/favicons/evi/uFYZAqP1kEoFxS8a/_generated/favicon-dark/favicon.ico\" media=\"(prefers-color-scheme: dark)\">\u003cmeta data-mint-head property=\"og:title\" content=\"What is Evidently? - Documentation\">\u003cmeta data-mint-head property=\"og:description\" content=\"Welcome to the Evidently documentation.\">\u003cmeta data-mint-head property=\"og:site_name\" content=\"Documentation\">\u003cmeta data-mint-head property=\"og:url\" content=\"https://docs.evidentlyai.com/introduction\">\u003cmeta data-mint-head property=\"og:type\" content=\"website\">\u003cmeta data-mint-head name=\"twitter:card\" content=\"summary_large_image\">\u003cmeta data-mint-head name=\"twitter:title\" content=\"What is Evidently? - Documentation\">\u003cmeta data-mint-head name=\"twitter:description\" content=\"Welcome to the Evidently documentation.\">\u003cmeta data-mint-head name=\"msapplication-config\" content=\"/mintlify-assets/_mintlify/favicons/evi/uFYZAqP1kEoFxS8a/_generated/favicon/browserconfig.xml\">\u003cmeta data-mint-head name=\"apple-mobile-web-app-title\" content=\"Documentation\">\u003cmeta data-mint-head name=\"msapplication-TileColor\" content=\"#ed0400\">\u003clink data-mint-head rel=\"canonical\" href=\"https://docs.evidentlyai.com/introduction\">\u003clink data-mint-head rel=\"alternate\" type=\"application/xml\" href=\"/sitemap.xml\">\u003clink data-mint-head rel=\"alternate\" type=\"text/markdown\" href=\"/introduction.md\">\u003cscript data-mint-head type=\"application/ld+json\">{\"@context\":\"https://schema.org\",\"@graph\":[{\"@type\":\"Organization\",\"@id\":\"https://docs.evidentlyai.com/#organization\",\"name\":\"Documentation\",\"url\":\"https://docs.evidentlyai.com\",\"logo\":{\"@type\":\"ImageObject\",\"url\":\"https://mintcdn.com/evi/gn-d62Rtg7HFSug2/logo/evidently_ai_logo_docs.svg?fit=max\u0026auto=format\u0026n=gn-d62Rtg7HFSug2\u0026q=85\u0026s=4d219ff93ad92d52a6bde7bda39b03c5\"}},{\"@type\":\"WebSite\",\"@id\":\"https://docs.evidentlyai.com#website\",\"name\":\"Documentation\",\"url\":\"https://docs.evidentlyai.com\",\"publisher\":{\"@id\":\"https://docs.evidentlyai.com/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https://docs.evidentlyai.com/introduction#webpage\",\"url\":\"https://docs.evidentlyai.com/introduction\",\"name\":\"What is Evidently?\",\"description\":\"Welcome to the Evidently documentation.\",\"dateModified\":\"2026-05-18T16:47:22.967Z\",\"isPartOf\":{\"@id\":\"https://docs.evidentlyai.com#website\"},\"breadcrumb\":{\"@id\":\"https://docs.evidentlyai.com/introduction#breadcrumb\"}},{\"@type\":\"BreadcrumbList\",\"@id\":\"https://docs.evidentlyai.com/introduction#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Documentation\",\"item\":\"https://docs.evidentlyai.com\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"What is Evidently?\",\"item\":\"https://docs.evidentlyai.com/introduction\"}]},{\"@type\":[\"Article\",\"TechArticle\"],\"@id\":\"https://docs.evidentlyai.com/introduction#article\",\"headline\":\"What is Evidently?\",\"name\":\"What is Evidently?\",\"description\":\"Welcome to the Evidently documentation.\",\"url\":\"https://docs.evidentlyai.com/introduction\",\"mainEntityOfPage\":{\"@id\":\"https://docs.evidentlyai.com/introduction#webpage\"},\"dateModified\":\"2026-05-18T16:47:22.967Z\",\"publisher\":{\"@id\":\"https://docs.evidentlyai.com/#organization\"},\"isPartOf\":{\"@id\":\"https://docs.evidentlyai.com#website\"}}]}\u003c/script>\u003cscript data-mint-head type=\"application/ld+json\">{\"@context\":\"https://schema.org\",\"@type\":\"WebSite\",\"name\":\"Documentation\",\"creator\":{\"@type\":\"Organization\",\"name\":\"Mintlify\",\"url\":\"https://mintlify.com\"}}\u003c/script>","siteName":"Documentation","nav":{"global":{"anchors":[{"anchor":"GitHub","icon":"github","href":"https://github.com/evidentlyai/evidently"},{"anchor":"Community","icon":"discord","href":"https://discord.gg/xZjKRaNp8b"}]},"tabs":[{"tab":"Docs","groups":[{"group":"Get Started","pages":[{"title":"What is Evidently?","mode":"wide","href":"/introduction"},{"group":"Quickstart","icon":"rocket","pages":[{"title":"LLM Evaluation","description":"Evaluate text outputs in under 5 minutes","href":"/quickstart_llm"},{"title":"Data and ML checks","href":"/quickstart_ml"},{"title":"Tracing","href":"/quickstart_tracing"}]}]},{"group":"Setup","pages":[{"title":"Installation","icon":"play","href":"/docs/setup/installation"},{"title":"Self-hosting","icon":"window-restore","href":"/docs/setup/self-hosting"}]},{"group":"Evaluation library","pages":[{"title":"Introduction","href":"/docs/library/overview"},{"group":"Run an evaluation","icon":"traffic-light-stop","pages":[{"title":"Overview","href":"/docs/library/evaluations_overview"},{"title":"Data definition","href":"/docs/library/data_definition"},{"title":"Descriptors","href":"/docs/library/descriptors"},{"title":"Report","href":"/docs/library/report"},{"title":"Tests","href":"/docs/library/tests"},{"title":"Metric generators","href":"/docs/library/metric_generator"},{"title":"Output formats","href":"/docs/library/output_formats"},{"title":"Add tags and metadata","href":"/docs/library/tags_metadata"}]},{"group":"Optimize prompts","icon":"comment","pages":[{"title":"Prompt optimization","href":"/docs/library/prompt_optimization"}]},{"group":"Generate data","icon":"wand-magic-sparkles","pages":[{"title":"Synthetic data generation","href":"/docs/library/synthetic_data_api"}]}]},{"group":"Platform","pages":[{"title":"Introduction","href":"/docs/platform/overview"},{"group":"Projects","icon":"folder","pages":[{"title":"Overview","href":"/docs/platform/projects_overview"},{"title":"Manage Projects","href":"/docs/platform/projects_manage"}]},{"group":"Datasets","icon":"table","pages":[{"title":"Overview","href":"/docs/platform/datasets_overview"},{"title":"Work with datasets","href":"/docs/platform/datasets_workflow"},{"title":"Synthetic data","href":"/docs/platform/datasets_generate"}]},{"group":"Tracing","icon":"bars-staggered","pages":[{"title":"Overview","href":"/docs/platform/tracing_overview"},{"title":"Set up tracing","href":"/docs/platform/tracing_setup"}]},{"group":"Evaluations","icon":"chart-simple","pages":[{"title":"Overview","href":"/docs/platform/evals_overview"},{"title":"Run evals via API","href":"/docs/platform/evals_api"},{"title":"No code evals","href":"/docs/platform/evals_no_code"},{"title":"Explore view","href":"/docs/platform/evals_explore"}]},{"group":"Dashboard","icon":"chart-mixed","pages":[{"title":"Overview","href":"/docs/platform/dashboard_overview"},{"title":"Add dashboard panels (API)","href":"/docs/platform/dashboard_add_panels"},{"title":"Add dashboard panels (UI)","href":"/docs/platform/dashboard_add_panels_ui"}]},{"group":"Monitoring","icon":"bell","pages":[{"title":"Overview","href":"/docs/platform/monitoring_overview"},{"title":"Batch monitoring","href":"/docs/platform/monitoring_local_batch"},{"title":"Scheduled evals","href":"/docs/platform/monitoring_scheduled_evals"},{"title":"Alerts","href":"/docs/platform/alerts"}]}]}]},{"tab":"Evaluations","pages":[{"title":"Evaluations","href":"/metrics/introduction"}]},{"tab":"Synthetic data","pages":[{"title":"Synthetic data","href":"/synthetic-data/introduction"}]},{"tab":"Examples","pages":[{"title":"Examples","href":"/examples/introduction"}]},{"tab":"F.A.Q.","pages":[{"title":"F.A.Q.","href":"/faq/introduction"}]},{"tab":"Changelog","pages":[{"title":"Changelog","href":"/changelog/changelog"}]},{"tab":"Old docs","href":"https://docs-old.evidentlyai.com"}]},"title":"What is Evidently? - Documentation","buildId":"dpl_CUnGQP1HgFUzoxatVC37y4zP83Vx","deploymentId":"dpl_CUnGQP1HgFUzoxatVC37y4zP83Vx","dynamics":[],"chunks":[]}