{"id":18636,"date":"2025-12-09T21:02:46","date_gmt":"2025-12-09T21:02:46","guid":{"rendered":"https:\/\/www.comet.com\/site\/?page_id=18636"},"modified":"2026-09-03T16:37:49","modified_gmt":"2026-09-03T16:37:49","slug":"langfuse-vs-opik","status":"publish","type":"page","link":"https:\/\/www.comet.com\/site\/products\/opik\/compare\/langfuse-vs-opik\/","title":{"rendered":"Langfuse vs. Opik"},"content":{"rendered":"\n<div class=\"wp-block-group alignwide is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group alignwide is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--100);margin-bottom:var(--wp--preset--spacing--50)\">\n<h1 class=\"wp-block-heading has-text-align-left alignwide\" style=\"margin-top:var(--wp--preset--spacing--50);margin-bottom:var(--wp--preset--spacing--50)\"><strong><strong>The Best Open-Source LLM Evaluation Platform in 2026: Opik vs. Langfuse<\/strong><\/strong><\/h1>\n\n\n\n<p class=\"alignwide wp-block-paragraph\"><em>Last updated: 2026-07-30<\/em><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\" style=\"margin-top:var(--wp--preset--spacing--100);margin-bottom:var(--wp--preset--spacing--100)\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"273\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/12\/opik-vs-langfuse-1024x273.png\" alt=\"comparison of Opik and langfuse\" class=\"wp-image-18642\" style=\"width:562px;height:auto\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/12\/opik-vs-langfuse-1024x273.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/12\/opik-vs-langfuse-300x80.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/12\/opik-vs-langfuse-768x205.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/12\/opik-vs-langfuse-1536x410.png 1536w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/12\/opik-vs-langfuse-2048x547.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group has-border-color has-custom-decorative-border-dark-border-color has-tertiary-background-color has-background is-layout-constrained wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-top-left-radius:8px;border-top-right-radius:8px;border-bottom-left-radius:8px;border-bottom-right-radius:8px;margin-top:var(--wp--preset--spacing--100);margin-bottom:var(--wp--preset--spacing--100);background-image:var(--wp--preset--gradient--custom-dark-background);\">\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-9b541e26 wp-block-group-is-layout-flex\" style=\"border-left-color:var(--wp--preset--color--background);border-left-width:3px;padding-left:var(--wp--preset--spacing--24)\">\n<p class=\"alignwide has-background-color has-text-color has-link-color has-body-m-font-size wp-elements-1 wp-block-paragraph\">\u2728 The short answer<strong>:<\/strong> Langfuse is a good tool for seeing what your AI is doing, and it is free to run yourself, same as Opik. The question is what happens after you spot a bad answer. With Langfuse, fixing it is manual. Opik ships the optimization layer: six autonomous prompt optimization algorithms, Ollie for AI-powered diagnostics and actual code-fix recommendations, and Test Suites to automate evaluation with practical pass\/fail assertions. Choose Langfuse if its MIT licence, praised developer UX, and deep prompt management are the priority. Choose Opik if you need to go beyond finding problems and actually fix them.<\/p>\n<\/div>\n<\/div>\n\n\n\n<p class=\"has-text-align-left has-background-color has-text-color has-link-color has-body-m-font-size wp-elements-2 wp-block-paragraph\">Both tools trace, evaluate, and monitor LLM and agent applications. Opik is an open-source LLM and agent evaluation and observability platform built by Comet. Langfuse is an open-source LLM engineering platform with solid fundamentals: tracing, prompt management, evaluation, and custom dashboards. The practical difference is not whether you can self-host, both let you, free, but what happens after you find a problem. Langfuse\u2019s strongest focus is on logging and analysis: it gives you clear visibility into what your AI is doing. Opik goes further on the improvement side, shipping autonomous prompt optimization, Ollie for AI-powered diagnostics, Test Suites for automated evaluation, and multimodal evaluation as part of the product. Where Langfuse\u2019s prompt improvement workflow is largely manual, Opik\u2019s optimization layer is built in. On enterprise readiness, Opik\u2019s open-source and enterprise versions share the same core product, enterprise plans add flexible deployment options, identity and access management, and compliance certifications, and run on the Comet platform, which has been proven at scale by organizations including Netflix, Uber, Autodesk, Etsy, NatWest, and Stellantis. That makes it straightforward to start on the OSS version and upgrade to enterprise when you\u2019re ready.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-custom-alt-background-dark-background-color has-background is-layout-constrained wp-container-core-group-is-layout-e5a791a7 wp-block-group-is-layout-constrained\" style=\"border-top-color:var(--wp--preset--color--custom-decorative-border-dark);border-top-width:1px;border-bottom-color:var(--wp--preset--color--custom-decorative-border-dark);border-bottom-width:1px;margin-top:var(--wp--preset--spacing--100);margin-bottom:var(--wp--preset--spacing--100);padding-top:var(--wp--preset--spacing--100);padding-bottom:var(--wp--preset--spacing--100)\">\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading has-text-align-left has-display-s-font-size\">What are the best open-source alternatives to Langfuse in 2026?<\/h2>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\">TThe platforms teams most often evaluate alongside Langfuse are Opik, LangSmith, Weights &amp; Biases Weave, and Arize Phoenix. Listed with public GitHub footprint as of 2026-08-13, which is a reasonable proxy for how many teams can inspect and run the code themselves:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Opik<\/strong>, 21,433 stars. Apache-2.0, free full-feature self-host, framework-neutral.<\/li>\n\n\n\n<li><strong>Langfuse<\/strong>, 33,270 stars. Open source, strong tracing and prompt management.<\/li>\n\n\n\n<li><strong>Arize Phoenix<\/strong>, 11,088 stars. Open source, strongest on model and drift monitoring heritage.<\/li>\n\n\n\n<li><strong>Weights &amp; Biases Weave<\/strong>, 1,118 stars. The Weave library is Apache-2.0; running the platform yourself goes through W&amp;B Server as a self-managed or Dedicated Cloud deployment, with an enterprise license for the security and enterprise capabilities.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">If your requirement is running entirely inside your own infrastructure without an enterprise agreement, both Opik and Langfuse belong on the shortlist. We keep comparisons against each of these tools if you want the head-to-head detail.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading has-text-align-left has-display-s-font-size\">What is the difference between Langfuse and Opik?<\/h2>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\">Langfuse is an open-source LLM engineering platform with a focus on tracing, prompt management, and a wide integration surface. Opik is an open-source LLM and agent evaluation platform under Apache-2.0, built by Comet, designed to be framework-neutral and fully self-hostable at no cost, with autonomous prompt optimization built into the product. Both cover tracing, evaluation, and production monitoring, which is the standard scope of LLM observability.<\/p>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-left has-display-s-font-size\">How do Langfuse and Opik compare, feature by feature?<\/h2>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\">They share the same open-source foundation and diverge on depth. Both trace, evaluate offline and online, and support human annotation. Opik ships autonomous prompt optimization with six algorithms under one API and has built-in LLM-as-a-Judge metrics. Langfuse has deeper prompt management and versioning, and a broad community integration library.<\/p>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\">Rows are drawn from each vendor\u2019s own public documentation as of August 2026. Where a capability is not documented, the table says so rather than asserting an absence we cannot verify.<br><\/p>\n\n\n\n<div class=\"wp-block-group alignfull is-layout-flow wp-block-group-is-layout-flow\">\n<figure class=\"wp-block-table alignwide feature-table is-style-stripes unstyled-links\"><table class=\"has-background-color has-text-color has-link-color has-fixed-layout\" style=\"border-style:none;border-width:0px\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">Feature<\/th><th class=\"has-text-align-left\" data-align=\"left\">Opik (by Comet)<\/th><th class=\"has-text-align-left\" data-align=\"left\"><strong>Langfuse<\/strong><\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-left\" data-align=\"left\">License<\/td><td class=\"has-text-align-left\" data-align=\"left\">Open source, Apache-2.0<\/td><td class=\"has-text-align-left\" data-align=\"left\">Open source, MIT<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Self-hosting<\/td><td class=\"has-text-align-left\" data-align=\"left\"><strong>Free, full observability &amp; evals feature set<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\"><strong><strong>Free, full feature set<\/strong><\/strong><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Tracing (traces and spans)<\/td><td class=\"has-text-align-left\" data-align=\"left\"><img decoding=\"async\" src=\"https:\/\/dev-comet-marketing-site.pantheonsite.io\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Yes<\/td><td class=\"has-text-align-left\" data-align=\"left\"><img decoding=\"async\" src=\"https:\/\/dev-comet-marketing-site.pantheonsite.io\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Yes<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Framework coverage<\/td><td class=\"has-text-align-left\" data-align=\"left\">Framework-neutral<\/td><td class=\"has-text-align-left\" data-align=\"left\">Framework-neutral; broad community integrations<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Offline evaluation on datasets<\/td><td class=\"has-text-align-left\" data-align=\"left\"><img decoding=\"async\" src=\"https:\/\/dev-comet-marketing-site.pantheonsite.io\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Yes<\/td><td class=\"has-text-align-left\" data-align=\"left\"><img decoding=\"async\" src=\"https:\/\/dev-comet-marketing-site.pantheonsite.io\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Yes<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Online \/ production evaluators<\/td><td class=\"has-text-align-left\" data-align=\"left\"><img decoding=\"async\" src=\"https:\/\/dev-comet-marketing-site.pantheonsite.io\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Yes<\/td><td class=\"has-text-align-left\" data-align=\"left\"><img decoding=\"async\" src=\"https:\/\/dev-comet-marketing-site.pantheonsite.io\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Yes<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Human review and annotation<\/td><td class=\"has-text-align-left\" data-align=\"left\"><img decoding=\"async\" src=\"https:\/\/dev-comet-marketing-site.pantheonsite.io\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Yes, Annotation Queues with claim-and-lock<\/td><td class=\"has-text-align-left\" data-align=\"left\"><img decoding=\"async\" src=\"https:\/\/dev-comet-marketing-site.pantheonsite.io\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Yes, annotation queues <\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Heuristic metrics<\/td><td class=\"has-text-align-left\" data-align=\"left\"><img decoding=\"async\" src=\"https:\/\/dev-comet-marketing-site.pantheonsite.io\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Yes, <a href=\"https:\/\/www.comet.com\/docs\/opik\/latest\/evaluation\/metrics\/heuristic_metrics\">21 metrics<\/a> including Equals, Contains, RegexMatch, IsJson, Levenshtein<\/td><td class=\"has-text-align-left\" data-align=\"left\"><img decoding=\"async\" src=\"https:\/\/dev-comet-marketing-site.pantheonsite.io\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Yes, exact match and others via the SDK<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">LLM-as-a-Judge metrics<\/td><td class=\"has-text-align-left\" data-align=\"left\"><img decoding=\"async\" src=\"https:\/\/dev-comet-marketing-site.pantheonsite.io\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Yes, <a href=\"https:\/\/www.comet.com\/docs\/opik\/latest\/evaluation\/metrics\/overview#llm-as-a-judge-metrics\">22 metrics<\/a> including Hallucination, Moderation, AnswerRelevance, ContextRecall, ContextPrecision<\/td><td class=\"has-text-align-left\" data-align=\"left\"><img decoding=\"async\" src=\"https:\/\/dev-comet-marketing-site.pantheonsite.io\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Yes, LLM-as-a-Judge evaluators<br><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Automated prompt optimization<\/td><td class=\"has-text-align-left\" data-align=\"left\"><img decoding=\"async\" src=\"https:\/\/dev-comet-marketing-site.pantheonsite.io\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Yes, &nbsp;<a href=\"https:\/\/www.comet.com\/docs\/opik\/latest\/development\/optimization-runs\/algorithms\/overview#selection-matrix\">six algorithms<\/a> under one API via the Agent Optimizer (GEPA, Evolutionary, Few-Shot Bayesian, MetaPrompt, HRPO, Parameter Optimization)<\/td><td class=\"has-text-align-left\" data-align=\"left\">Not documented<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Prompt management and versioning<\/td><td class=\"has-text-align-left\" data-align=\"left\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Yes<\/td><td class=\"has-text-align-left\" data-align=\"left\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Yes<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Thread-level evaluation<\/td><td class=\"has-text-align-left\" data-align=\"left\"><img decoding=\"async\" src=\"https:\/\/dev-comet-marketing-site.pantheonsite.io\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Yes<\/td><td class=\"has-text-align-left\" data-align=\"left\">Not documented<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Guardrails<\/td><td class=\"has-text-align-left\" data-align=\"left\"><img decoding=\"async\" src=\"https:\/\/dev-comet-marketing-site.pantheonsite.io\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Yes<\/td><td class=\"has-text-align-left\" data-align=\"left\">Not documented<br><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Free tier seats<\/td><td class=\"has-text-align-left\" data-align=\"left\">Up to 10<\/td><td class=\"has-text-align-left\" data-align=\"left\">2<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Entry paid tier<\/td><td class=\"has-text-align-left\" data-align=\"left\">$19 per month<\/td><td class=\"has-text-align-left\" data-align=\"left\">$29 per seat per month<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<div class=\"wp-block-group has-body-xs-font-size is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"has-text-align-left wp-block-paragraph\">Four rows carry \u201cnot documented\u201d rather than a checkmark. Langfuse\u2019s public documentation does not describe automated prompt optimization, thread-level evaluation, or guardrails as of August 2026. That is not the same as saying those capabilities do not exist, so the table says so rather than asserting an absence we cannot verify. If Langfuse ships any of them, this table gets updated.<\/p>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\">One clarification on prompt optimization, because the distinction matters. Opik ships six autonomous optimization algorithms behind a single API as part of the core product: GEPA, Evolutionary, Few-Shot Bayesian, MetaPrompt, HRPO, and Parameter Optimization. These search prompt variants against a fitness function without requiring a human in the loop. Langfuse\u2019s documented approach to prompt improvement runs through its prompt management and versioning surface, where teams iterate manually. The difference is about autonomy, not about whether Langfuse helps you improve prompts at all.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-custom-alt-background-dark-background-color has-background is-layout-constrained wp-container-core-group-is-layout-e5a791a7 wp-block-group-is-layout-constrained\" style=\"border-top-color:var(--wp--preset--color--custom-decorative-border-dark);border-top-width:1px;border-bottom-color:var(--wp--preset--color--custom-decorative-border-dark);border-bottom-width:1px;margin-top:var(--wp--preset--spacing--100);margin-bottom:var(--wp--preset--spacing--100);padding-top:var(--wp--preset--spacing--100);padding-bottom:var(--wp--preset--spacing--100)\">\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading has-text-align-left has-display-s-font-size\">Can you self-host Langfuse or Opik?<\/h2>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\">Both, and on similar terms. Opik is Apache-2.0 and self-hosts free with the full feature set, so your traces never leave your infrastructure and there is no license conversation. Langfuse is MIT-licensed and also offers free self-hosting. For a team whose primary requirement is data residency, both platforms clear that bar. The decision then comes down to which feature set fits the work.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading has-text-align-left has-display-s-font-size\">Is Opik a good open-source alternative to Langfuse?<\/h2>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\">Yes, and specifically for teams whose priority is evaluation depth and autonomous optimization. Opik covers the same core jobs, tracing, evaluation, and production monitoring, under an open licence you can inspect and run yourself, and adds six automated prompt optimization algorithms that are not documented in Langfuse. The trade-off is prompt management breadth: Langfuse\u2019s versioning and prompt management surface is more developed, and its community integration library is wide.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading has-text-align-left has-display-s-font-size\">Which has better evaluation?<\/h2>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\">They are closer than the category noise suggests, and each has a genuine edge. Both run offline evaluation against datasets and online evaluators against production traffic, and both ship heuristic and LLM-as-a-Judge metrics. The clearest difference is Opik\u2019s Test Suites evaluation workflow, which lets users write plain-text assertions about how their agent should behave and get simple pass\/fail results. Test Suites automates the creation of datasets and individual LLM evaluation metrics to make evaluation easier. Both platforms are actively maintained and well documented.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading has-text-align-left\">How do Langfuse and Opik pricing compare?<\/h2>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\">Opik\u2019s free cloud tier is $0 for 25k spans per month with up to 10 team members, and Pro Cloud is $19 per month flat for 100k spans and up to 50 members. Self-hosting is free on both platforms.<\/p>\n<\/div>\n\n\n\n<figure class=\"wp-block-table alignfull feature-table is-style-stripes unstyled-links\"><table class=\"has-background-color has-text-color has-link-color has-fixed-layout\" style=\"border-style:none;border-width:0px\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">Tier<\/th><th class=\"has-text-align-left\" data-align=\"left\">Opik (by Comet)<\/th><th class=\"has-text-align-left\" data-align=\"left\">Langfuse<\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-left\" data-align=\"left\">Self-hosted<\/td><td class=\"has-text-align-left\" data-align=\"left\">Free, open source, full feature set<\/td><td class=\"has-text-align-left\" data-align=\"left\">Free, open source, full feature set<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Free cloud<\/td><td class=\"has-text-align-left\" data-align=\"left\"><strong>$0, 25k spans per month, up to 10 team members, 60-day data retention<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\"><strong><strong>$0, 50k billable units per month, up to 2 team members, 30-day data retention<\/strong><\/strong><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Entry paid<\/td><td class=\"has-text-align-left\" data-align=\"left\">Pro Cloud, $19 per month, 100k spans, up to 50 team members<\/td><td class=\"has-text-align-left\" data-align=\"left\">Core, $29 per month, 100k billable units, unlimited team members<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Enterprise<\/td><td class=\"has-text-align-left\" data-align=\"left\">Custom. Unlimited spans and members, SSO, SOC 2, ISO 27001, ISO 9001, HIPAA, GDPR<\/td><td class=\"has-text-align-left\" data-align=\"left\">Starting at $2,499 per month. 100k billable units included, unlimited members, enterprise support and security features<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size wp-block-paragraph\">One honest note on units: Opik meters spans and Langfuse\u2019s \u201cbillable units\u201d metering model should be confirmed at langfuse.com\/pricing before drawing a direct volume comparison. The comparison that holds clearly is self-hosting: both platforms offer it free with the full feature set.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-custom-alt-background-dark-background-color has-background is-layout-constrained wp-container-core-group-is-layout-e5a791a7 wp-block-group-is-layout-constrained\" style=\"border-top-color:var(--wp--preset--color--custom-decorative-border-dark);border-top-width:1px;border-bottom-color:var(--wp--preset--color--custom-decorative-border-dark);border-bottom-width:1px;margin-top:var(--wp--preset--spacing--100);margin-bottom:var(--wp--preset--spacing--100);padding-top:var(--wp--preset--spacing--100);padding-bottom:var(--wp--preset--spacing--100)\">\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading has-text-align-left has-display-s-font-size\">Do Langfuse and Opik offer free trials or proof of concept?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Neither requires a sales conversation to start. Opik is free and open source, so there is no trial window at all: self-host the full product with no account and no credit card, or start on the $0 cloud tier with 25k spans per month and up to 10 team members. Langfuse similarly offers free self-hosting and a free cloud tier.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For a genuine proof of concept, instrument one production agent in both for two weeks and compare what each surfaced. Traces are cheap to duplicate and the result is usually decisive.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading has-text-align-left has-display-s-font-size\">How do you get started with Opik?<\/h2>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\">About five minutes and three steps. Most teams find something they can fix within their agent in the first hour.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Install the SDK: <code>pip install opik<\/code><\/li>\n\n\n\n<li>Add the <code>@track<\/code> decorator, or enable the integration for your framework.<\/li>\n\n\n\n<li>Open the trace view and read your last 100 production calls.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Self-hosting is a single command against the <code>opik.sh<\/code> script, or a Helm chart for Kubernetes. The self-host guide covers both.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If you are scoring retrieval quality rather than agent behavior, the RAG evaluation guide covers the metrics underneath ContextRecall and ContextPrecision.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading has-text-align-left has-display-s-font-size\"><strong>Where does Langfuse beat Opik?<\/strong><\/h2>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\">Its community integration library is wide, and if you are working with a framework or tool that is not in Opik\u2019s integration list, Langfuse is more likely to have a community-maintained path already.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading has-text-align-left has-display-s-font-size\"><strong><strong>Which should you choose?<\/strong><\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Choose Opik if you<\/strong>&nbsp;want autonomous prompt optimization built into the product, need built-in LLM-as-a-Judge metrics without a separate package, build on more than one agent framework, want to read and modify the evaluation code you depend on, or expect to add teammates without a per-seat bill.<\/p>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\"><strong>Choose Langfuse if you<\/strong>&nbsp;rely on a broad community integration ecosystem, or are already running it and have no evaluation-depth gap that requires switching.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignwide is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading has-text-align-center\"><strong><strong><strong>Frequently asked questions<\/strong><\/strong><\/strong><\/h2>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--100);margin-bottom:var(--wp--preset--spacing--100)\">\n<div class=\"wp-block-comet-accordion-accordion comet-accordion\" data-allow-multiple=\"true\">\n<details class=\"wp-block-comet-accordion-item comet-accordion__item\" open><summary class=\"comet-accordion__item-summary\"><h3><strong>Is Opik really free, or is it open core?<\/strong><\/h3><span class=\"comet-accordion__item-icon\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"16\" height=\"16\" fill=\"none\" stroke=\"#191A1C\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" d=\"M8 1v14m7-7H1\"><\/path><\/svg><\/span><\/summary><div class=\"comet-accordion__item-content\">\n<p class=\"wp-block-paragraph\">Apache-2.0, and the self-hosted build is the full product rather than a feature-limited community edition. Comet describes it as &#8220;True OSS: same codebase as the hosted versions,&#8221; with the full observability and agent-testing feature set included. Paid plans add operational headroom rather than unlocking capabilities: Pro Cloud adds customizable span limits and retention periods, and Enterprise adds flexible deployments, single sign-on, service accounts, and SOC 2, ISO 27001, ISO 9001, HIPAA, and GDPR compliance.<\/p>\n<\/div><\/details>\n\n\n\n<details class=\"wp-block-comet-accordion-item comet-accordion__item\" open><summary class=\"comet-accordion__item-summary\"><h3><strong><strong><strong><strong>Is Langfuse open source?<\/strong><\/strong><\/strong><\/strong><\/h3><span class=\"comet-accordion__item-icon\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"16\" height=\"16\" fill=\"none\" stroke=\"#191A1C\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" d=\"M8 1v14m7-7H1\"><\/path><\/svg><\/span><\/summary><div class=\"comet-accordion__item-content\">\n<p class=\"wp-block-paragraph\">Yes. Langfuse is MIT-licensed and offers free self-hosting with the full feature set and no cap on volume or users. It was recently acquired by Clickhouse but continues as a standalone product.<\/p>\n<\/div><\/details>\n\n\n\n<details class=\"wp-block-comet-accordion-item comet-accordion__item\" open><summary class=\"comet-accordion__item-summary\"><h3><strong><strong><strong><strong><strong><strong><strong><strong><strong>Can I move from Langfuse to Opik?<\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/h3><span class=\"comet-accordion__item-icon\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"16\" height=\"16\" fill=\"none\" stroke=\"#191A1C\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" d=\"M8 1v14m7-7H1\"><\/path><\/svg><\/span><\/summary><div class=\"comet-accordion__item-content\">\n<p class=\"wp-block-paragraph\">There is no automated importer between the two platforms. Both instrument at the SDK level, so migration means swapping the decorator and the environment variables, which is usually an afternoon of work. Historical Langfuse traces do not transfer, so most teams run both in parallel for a week and cut over once the new traces look right. Opik\u2019s&nbsp;<code>opik import<\/code>&nbsp;and&nbsp;<code>opik export<\/code>&nbsp;commands move traces, datasets, experiments, and prompts between Opik projects, not from other platforms.<\/p>\n<\/div><\/details>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-custom-decorative-border-dark-border-color has-background-color has-text-color has-link-color wp-elements-3 is-layout-flow wp-block-group-is-layout-flow has-background\" style=\"border-width:1px;border-top-left-radius:8px;border-top-right-radius:8px;border-bottom-left-radius:8px;border-bottom-right-radius:8px;margin-top:var(--wp--preset--spacing--100);margin-bottom:var(--wp--preset--spacing--100);padding-top:var(--wp--preset--spacing--40);padding-right:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40);padding-left:var(--wp--preset--spacing--40);background-image:var(--wp--preset--gradient--custom-dark-background);\">\n<h2 class=\"wp-block-heading has-text-align-left\"><strong><strong><strong><strong>Try Opik<\/strong><\/strong><\/strong><\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Free and open source, self-hosted or managed, whether you are debugging your first agent or running hundreds in production.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><a href=\"https:\/\/www.comet.com\/signup?from=llm\">Free cloud signup<\/a><\/strong><\/li>\n\n\n\n<li><strong>Self-host:<\/strong> <a href=\"https:\/\/github.com\/comet-ml\/opik\">github.com\/comet-ml\/opik<\/a><\/li>\n\n\n\n<li><strong>Docs:<\/strong> <a href=\"https:\/\/www.comet.com\/docs\/opik\/\">comet.com\/docs\/opik<\/a><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Its annotation and human-feedback tooling is mature and well documented, and it has been in production use longer.<\/p>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\">And if you want a fully managed service and have no self-hosting requirement, a single-vendor SaaS with no infrastructure to run is a legitimate preference, not a compromise.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Teams with compliance or deployment requirements can talk to us about Enterprise, but you do not need to in order to run the whole thing.<\/em><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignwide is-layout-constrained wp-container-core-group-is-layout-f88ee8fa wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--100);padding-bottom:var(--wp--preset--spacing--100)\">\n<div class=\"wp-block-group alignwide testimonial-card has-border-color has-custom-decorative-border-dark-border-color has-secondary-color has-custom-alt-background-dark-background-color has-text-color has-background has-link-color wp-elements-4 is-vertical is-nowrap is-layout-flex wp-container-core-group-is-layout-2af0c81c wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px\">\n<div class=\"wp-block-group wp-container-content-c795c25f is-vertical is-layout-flex wp-container-core-group-is-layout-cc9b9dd5 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><a href=\"https:\/\/www.comet.com\/site\/customers\/pattern-ai-content-analysis\/\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"36\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/10\/pattern-logo-white.svg\" alt=\"pattern company logo \" class=\"wp-image-18104\" style=\"object-fit:contain;width:140px;height:42px\"\/><\/a><\/figure>\n<\/div>\n\n\n\n<p class=\"has-background-color has-text-color has-link-color has-body-m-font-size wp-elements-5 wp-container-content-9cfa9a5a wp-block-paragraph\">&#8220;Opik being open-source was one of the reasons we chose it. Beyond the peace of mind of knowing we can self-host if we want, the ability to debug and submit product requests when we notice things has been really helpful in making sure the product meets our needs.\u201d<\/p>\n\n\n\n<div class=\"wp-block-group vc-testimonial-block__source is-flex is-vertical is-nowrap is-layout-flex wp-container-core-group-is-layout-3c019351 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-thumbnail is-resized size-full is-style-rounded flex-shrink-0\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/02\/Jeremy-Mumford-sq-1-150x150.jpg\" alt=\"Jeremy Mumford\" class=\"wp-image-16525\" style=\"object-fit:cover;width:68px;height:68px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/02\/Jeremy-Mumford-sq-1-150x150.jpg 150w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/02\/Jeremy-Mumford-sq-1-300x300.jpg 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/02\/Jeremy-Mumford-sq-1-768x768.jpg 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/02\/Jeremy-Mumford-sq-1.jpg 1000w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-d62794ec wp-block-group-is-layout-flex\">\n<p class=\"has-accent-color has-text-color has-link-color wp-elements-6 wp-block-paragraph\" style=\"text-transform:uppercase\"><strong>Jeremy Mumford<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-transform:uppercase\"><strong>Lead AI Engineer, <a href=\"https:\/\/www.comet.com\/site\/customers\/pattern-ai-content-analysis\/\">Pattern<\/a><\/strong><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--100);padding-bottom:var(--wp--preset--spacing--100)\">\n<div class=\"wp-block-group alignwide has-background-color has-accent-background-color has-text-color has-background has-link-color wp-elements-7 is-layout-constrained wp-container-core-group-is-layout-fb75a317 wp-block-group-is-layout-constrained\" style=\"border-radius:12px;padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50);background-image:url(&apos;https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/pattern-4.png&apos;);background-position:50% 50%;background-size:cover;background-attachment:scroll;\">\n<h2 class=\"wp-block-heading has-text-align-center has-background-color has-text-color has-link-color wp-elements-8\" id=\"h-get-started-today-for-free\" style=\"margin-top:var(--wp--preset--spacing--24)\">Ready to Upgrade Your AI Development Workflows?<\/h2>\n\n\n\n<p class=\"has-text-align-center has-body-m-font-size wp-block-paragraph\">Join the growing number of developers who&#8217;ve turned to Opik for superior performance, flexibility, and advanced features when building AI applications.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-43139366 wp-block-buttons-is-layout-flex\" style=\"margin-bottom:var(--wp--preset--spacing--24)\">\n<div class=\"wp-block-button\"><a rel=\"\" target=\"\" class=\"wp-block-button__link has-tertiary-background-color has-background wp-element-button\" href=\"https:\/\/www.comet.com\/signup?from=llm\">Create Free Account<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-underline\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.comet.com\/site\/about-us\/contact-us\/\">Contact Sales<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>The Best Open-Source LLM Evaluation Platform in 2026: Opik vs. Langfuse Last updated: 2026-07-30 \u2728 The short answer: Langfuse is a good tool for seeing what your AI is doing, and it is free to run yourself, same as Opik. The question is what happens after you spot a bad answer. With Langfuse, fixing it [&hellip;]<\/p>\n","protected":false},"author":132,"featured_media":19026,"parent":17633,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"wp-custom-template-pages-dark","meta":{"customer_name":"","customer_description":"","customer_industry":"","customer_technologies":"","customer_logo":"","footnotes":""},"coauthors":[125],"class_list":["post-18636","page","type-page","status-publish","has-post-thumbnail","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.9 (Yoast SEO v25.9) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Opik vs. Langfuse: Side-by-Side Comparison<\/title>\n<meta name=\"description\" content=\"Discover the feature breakdown between Opik and Langfuse for LLM evaluation requirements.\" \/>\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.comet.com\/site\/products\/opik\/compare\/langfuse-vs-opik\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Langfuse vs. Opik\" \/>\n<meta property=\"og:description\" content=\"Discover the feature breakdown between Opik and Langfuse for LLM evaluation requirements.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.comet.com\/site\/products\/opik\/compare\/langfuse-vs-opik\/\" \/>\n<meta property=\"og:site_name\" content=\"Comet\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/cometdotml\" \/>\n<meta property=\"article:modified_time\" content=\"2026-09-03T16:37:49+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/01\/Langfuse-vs-opik.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@Cometml\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"13 minutes\" \/>\n\t<meta name=\"twitter:label2\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data2\" content=\"Mike Ranellone\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Opik vs. Langfuse: Side-by-Side Comparison","description":"Discover the feature breakdown between Opik and Langfuse for LLM evaluation requirements.","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.comet.com\/site\/products\/opik\/compare\/langfuse-vs-opik\/","og_locale":"en_US","og_type":"article","og_title":"Langfuse vs. Opik","og_description":"Discover the feature breakdown between Opik and Langfuse for LLM evaluation requirements.","og_url":"https:\/\/www.comet.com\/site\/products\/opik\/compare\/langfuse-vs-opik\/","og_site_name":"Comet","article_publisher":"https:\/\/www.facebook.com\/cometdotml","article_modified_time":"2026-09-03T16:37:49+00:00","og_image":[{"width":1920,"height":1080,"url":"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/01\/Langfuse-vs-opik.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_site":"@Cometml","twitter_misc":{"Est. reading time":"13 minutes","Written by":"Mike Ranellone"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.comet.com\/site\/products\/opik\/compare\/langfuse-vs-opik\/","url":"https:\/\/www.comet.com\/site\/products\/opik\/compare\/langfuse-vs-opik\/","name":"Opik vs. Langfuse: Side-by-Side Comparison","isPartOf":{"@id":"https:\/\/www.comet.com\/site\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.comet.com\/site\/products\/opik\/compare\/langfuse-vs-opik\/#primaryimage"},"image":{"@id":"https:\/\/www.comet.com\/site\/products\/opik\/compare\/langfuse-vs-opik\/#primaryimage"},"thumbnailUrl":"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/01\/Langfuse-vs-opik.jpg","datePublished":"2025-12-09T21:02:46+00:00","dateModified":"2026-09-03T16:37:49+00:00","description":"Discover the feature breakdown between Opik and Langfuse for LLM evaluation requirements.","breadcrumb":{"@id":"https:\/\/www.comet.com\/site\/products\/opik\/compare\/langfuse-vs-opik\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.comet.com\/site\/products\/opik\/compare\/langfuse-vs-opik\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.comet.com\/site\/products\/opik\/compare\/langfuse-vs-opik\/#primaryimage","url":"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/01\/Langfuse-vs-opik.jpg","contentUrl":"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/01\/Langfuse-vs-opik.jpg","width":1920,"height":1080,"caption":"Langfuse and Opik logos illustrating a comparison"},{"@type":"BreadcrumbList","@id":"https:\/\/www.comet.com\/site\/products\/opik\/compare\/langfuse-vs-opik\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.comet.com\/site\/"},{"@type":"ListItem","position":2,"name":"Products","item":"https:\/\/www.comet.com\/site\/products\/"},{"@type":"ListItem","position":3,"name":"Opik","item":"https:\/\/www.comet.com\/site\/products\/opik\/"},{"@type":"ListItem","position":4,"name":"Compare","item":"https:\/\/www.comet.com\/site\/products\/opik\/compare\/"},{"@type":"ListItem","position":5,"name":"Langfuse vs. Opik"}]},{"@type":"WebSite","@id":"https:\/\/www.comet.com\/site\/#website","url":"https:\/\/www.comet.com\/site\/","name":"Comet","description":"Build Better Models Faster","publisher":{"@id":"https:\/\/www.comet.com\/site\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.comet.com\/site\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.comet.com\/site\/#organization","name":"Comet ML, Inc.","alternateName":"Comet","url":"https:\/\/www.comet.com\/site\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.comet.com\/site\/#\/schema\/logo\/image\/","url":"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/01\/logo_comet_square.png","contentUrl":"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/01\/logo_comet_square.png","width":310,"height":310,"caption":"Comet ML, Inc."},"image":{"@id":"https:\/\/www.comet.com\/site\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/cometdotml","https:\/\/x.com\/Cometml","https:\/\/www.youtube.com\/channel\/UCmN63HKvfXSCS-UwVwmK8Hw"]}]}},"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.comet.com\/site\/wp-json\/wp\/v2\/pages\/18636","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.comet.com\/site\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.comet.com\/site\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.comet.com\/site\/wp-json\/wp\/v2\/users\/132"}],"replies":[{"embeddable":true,"href":"https:\/\/www.comet.com\/site\/wp-json\/wp\/v2\/comments?post=18636"}],"version-history":[{"count":3,"href":"https:\/\/www.comet.com\/site\/wp-json\/wp\/v2\/pages\/18636\/revisions"}],"predecessor-version":[{"id":20677,"href":"https:\/\/www.comet.com\/site\/wp-json\/wp\/v2\/pages\/18636\/revisions\/20677"}],"up":[{"embeddable":true,"href":"https:\/\/www.comet.com\/site\/wp-json\/wp\/v2\/pages\/17633"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.comet.com\/site\/wp-json\/wp\/v2\/media\/19026"}],"wp:attachment":[{"href":"https:\/\/www.comet.com\/site\/wp-json\/wp\/v2\/media?parent=18636"}],"wp:term":[{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.comet.com\/site\/wp-json\/wp\/v2\/coauthors?post=18636"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}