{"id":66,"date":"2025-01-23T16:20:03","date_gmt":"2025-01-23T16:20:03","guid":{"rendered":"https:\/\/comet-marketing-site.lndo.site\/?page_id=66"},"modified":"2026-04-29T15:03:36","modified_gmt":"2026-04-29T15:03:36","slug":"home","status":"publish","type":"page","link":"https:\/\/www.comet.com\/site\/","title":{"rendered":"Home"},"content":{"rendered":"\n<div class=\"wp-block-group alignfull hero-gradient is-layout-constrained wp-container-core-group-is-layout-3e20c923 wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group alignwide is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-17a71446 wp-block-group-is-layout-constrained\" style=\"margin-bottom:0;padding-top:var(--wp--preset--spacing--100)\">\n<h1 class=\"wp-block-heading has-display-xl-font-size\">The Fastest Path <br>to Agents That Work<\/h1>\n\n\n\n<p class=\"has-body-m-font-size\">Opik connects observability to action, automatically turning trace data and eval results into code fixes. Your agent keeps evolving and doesn&#8217;t make the same mistake twice.<\/p>\n\n\n\n<p class=\"has-accent-color has-text-color has-link-color has-body-m-font-size wp-elements-6bdf38da97bc6d6542b480bcdf8796e8\"><strong>Trusted by over 150,000 developers and thousands of companies<\/strong><\/p>\n\n\n\n<div class=\"wp-block-group alignwide is-style-default has-custom-background-dark-background-color has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\"><div style=\"--animation-direction: normal; --animation-speed: 20s; --content-gap: 40px; --overlay-color: #02081b; --white-space: nowrap; --animation-name: storepress-marquee-animation-x; --animation-play-state: paused;\" class=\"has-overlay-color orientation-x alignfull logo-marquee wp-block-storepress-marquee\">\n\t<div class=\"wp-block-storepress-marquee__item\">\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-6c531013 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo.png\" alt=\"AssemblyAI logo\" class=\"wp-image-10471\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"182\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-8.png\" alt=\"Natwest logo\" class=\"wp-image-10822\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Stellantis-White.svg\" alt=\"Stellantis logo\" class=\"wp-image-17239\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-6.png\" alt=\"Uber Logo\" class=\"wp-image-10568\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Zencoder-White.svg\" alt=\"zencoder logo\" class=\"wp-image-17230\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-3.png\" alt=\"Netflix Logo\" class=\"wp-image-10473\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Autodesk-White.svg\" alt=\"Autodesk logo\" class=\"wp-image-17241\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-4.png\" alt=\"Etsy logo\" class=\"wp-image-10474\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/StabilityAI-White.svg\" alt=\"Stability Ai logo\" class=\"wp-image-17238\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-5.png\" alt=\"Mobileye logo\" class=\"wp-image-10475\" style=\"width:180px\" \/><\/figure>\n<\/div>\n\n<\/div>\n\t<!-- Mirrors the content -->\n\t<div class=\"wp-block-storepress-marquee__item mirror\" aria-hidden=\"true\">\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-6c531013 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo.png\" alt=\"AssemblyAI logo\" class=\"wp-image-10471\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"182\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-8.png\" alt=\"Natwest logo\" class=\"wp-image-10822\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Stellantis-White.svg\" alt=\"Stellantis logo\" class=\"wp-image-17239\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-6.png\" alt=\"Uber Logo\" class=\"wp-image-10568\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Zencoder-White.svg\" alt=\"zencoder logo\" class=\"wp-image-17230\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-3.png\" alt=\"Netflix Logo\" class=\"wp-image-10473\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Autodesk-White.svg\" alt=\"Autodesk logo\" class=\"wp-image-17241\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-4.png\" alt=\"Etsy logo\" class=\"wp-image-10474\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/StabilityAI-White.svg\" alt=\"Stability Ai logo\" class=\"wp-image-17238\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-5.png\" alt=\"Mobileye logo\" class=\"wp-image-10475\" style=\"width:180px\" \/><\/figure>\n<\/div>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-45828fd1 wp-block-group-is-layout-flex\">\n<p class=\"has-text-align-center js-countup has-accent-color has-text-color has-link-color has-roboto-mono-font-family has-display-l-font-size wp-elements-2c9c521cc208e0c0305191607405f79c\" style=\"margin-top:0;margin-bottom:0;font-style:normal;font-weight:700\">19,000+<\/p>\n\n\n\n<p class=\"has-text-align-center has-display-xxs-font-size\" style=\"margin-top:0;margin-bottom:0\">Github Stars<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-45828fd1 wp-block-group-is-layout-flex\">\n<p class=\"has-text-align-center js-countup has-accent-color has-text-color has-link-color has-roboto-mono-font-family has-display-l-font-size wp-elements-2c9c521cc208e0c0305191607405f79c\" style=\"margin-top:0;margin-bottom:0;font-style:normal;font-weight:700\">150,000+<\/p>\n\n\n\n<p class=\"has-text-align-center has-display-xxs-font-size\" style=\"margin-top:0;margin-bottom:0\">Users<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-45828fd1 wp-block-group-is-layout-flex\">\n<p class=\"has-text-align-center js-countup has-accent-color has-text-color has-link-color has-roboto-mono-font-family has-display-l-font-size wp-elements-2c9c521cc208e0c0305191607405f79c\" style=\"margin-top:0;margin-bottom:0;font-style:normal;font-weight:700\">10,000+<\/p>\n\n\n\n<p class=\"has-text-align-center has-display-xxs-font-size\" style=\"margin-top:0;margin-bottom:0\">Teams<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull is-layout-constrained wp-container-core-group-is-layout-09a7ab49 wp-block-group-is-layout-constrained\" style=\"padding-top:0;padding-bottom:0\">\n<section class=\"wp-block-comet-hero alignfull scroll-hero\"><header class=\"scroll-hero-header\"><div class=\"scroll-hero-header-content\"><div role=\"tablist\" class=\"scroll-hero-nav\"><div class=\"wp-block-button is-style-dark\"><a href=\"#log\" class=\"wp-block-button__link\" id=\"label-log\" role=\"tab\" aria-selected=\"false\" aria-controls=\"log\"><span class=\"icon\" style=\"mask-image:url(https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/09\/log.svg)\"><\/span><span>Log<\/span><\/a><\/div><div class=\"wp-block-button is-style-dark\"><a href=\"#test\" class=\"wp-block-button__link\" id=\"label-test\" role=\"tab\" aria-selected=\"false\" aria-controls=\"test\"><span class=\"icon\" style=\"mask-image:url(https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/09\/experiment.svg)\"><\/span><span>Test<\/span><\/a><\/div><div class=\"wp-block-button is-style-dark\"><a href=\"#fix\" class=\"wp-block-button__link\" id=\"label-fix\" role=\"tab\" aria-selected=\"false\" aria-controls=\"fix\"><span class=\"icon\" style=\"mask-image:url(https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/09\/pencil.svg)\"><\/span><span>Fix<\/span><\/a><\/div><div class=\"wp-block-button is-style-dark\"><a href=\"#version\" class=\"wp-block-button__link\" id=\"label-version\" role=\"tab\" aria-selected=\"false\" aria-controls=\"version\"><span class=\"icon\" style=\"mask-image:url(https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/09\/evaluate.svg)\"><\/span><span>Version<\/span><\/a><\/div><div class=\"wp-block-button is-style-dark\"><a href=\"#monitor\" class=\"wp-block-button__link\" id=\"label-monitor\" role=\"tab\" aria-selected=\"false\" aria-controls=\"monitor\"><span class=\"icon\" style=\"mask-image:url(https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/09\/optimize.svg)\"><\/span><span>Monitor<\/span><\/a><\/div><\/div><\/div><div class=\"scroll-hero-images\"><\/div><\/header><div class=\"scroll-hero-content\">\n<div id=\"log\" role=\"tabpanel\" aria-labelledby=\"label-log\" tabindex=\"0\" class=\"wp-block-comet-tab\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-b987c810 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-right:var(--wp--preset--spacing--16)\">\n<h2 class=\"wp-block-heading has-display-s-font-size\">Log &amp; organize every step your agent takes<\/h2>\n\n\n\n<p>Traces give you total LLM observability to visualize and understand what\u2019s happening across complex GenAI systems, from context retrieval and tool selection to user feedback scores and more.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-underline\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.comet.com\/signup?from=llm\">Try Opik free<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-llm-tracing-1024x576.png\" alt=\"\" class=\"wp-image-19768\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-llm-tracing-1024x576.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-llm-tracing-300x169.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-llm-tracing-768x432.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-llm-tracing-1536x864.png 1536w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-llm-tracing.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"test\" role=\"tabpanel\" aria-labelledby=\"label-test\" tabindex=\"0\" class=\"wp-block-comet-tab\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-b987c810 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading has-display-s-font-size\">Debug with Test Suites &amp; Assertions<\/h2>\n\n\n\n<p>Test Suites automate complex dataset creation and LLM-as-a-judge evaluation workflows. Just write assertions in plain English and Opik will test your traces against it, with pass\/fail results. <\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-underline\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.comet.com\/signup?from=llm\">Try Opik free<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-test-suite-1-cropped-1-1024x576.png\" alt=\"\" class=\"wp-image-19767\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-test-suite-1-cropped-1-1024x576.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-test-suite-1-cropped-1-300x169.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-test-suite-1-cropped-1-768x432.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-test-suite-1-cropped-1.png 1094w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"fix\" role=\"tabpanel\" aria-labelledby=\"label-fix\" tabindex=\"0\" class=\"wp-block-comet-tab\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-b987c810 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading has-display-s-font-size\">Apply fixes automatically with Ollie<\/h2>\n\n\n\n<p>Ollie, Opik&#8217;s powerful built-in coding agent, analyzes your traces and test outcomes, identifies fixes, and writes them directly to your own agent&#8217;s codebase, with version control and regression testing built in.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-underline\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.comet.com\/signup?from=llm\">Try Opik free<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-connect-1-1024x576.png\" alt=\"\" class=\"wp-image-19660\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-connect-1-1024x576.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-connect-1-300x169.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-connect-1-768x432.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-connect-1-1536x864.png 1536w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-connect-1.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"version\" role=\"tabpanel\" aria-labelledby=\"label-version\" tabindex=\"0\" class=\"wp-block-comet-tab\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-b987c810 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading has-display-s-font-size\">Sandbox, save, &amp; deploy complete agent versions<\/h2>\n\n\n\n<p>Agent Playground lets you run your entire agent in a safe environment to see how smaller changes affect the whole, test with stakeholders outside your team, and deploy your best overall agent version.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-underline\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.comet.com\/signup?from=llm\">Try Opik free<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-agent-config-1-1024x576.png\" alt=\"\" class=\"wp-image-19661\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-agent-config-1-1024x576.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-agent-config-1-300x169.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-agent-config-1-768x432.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-agent-config-1-1536x864.png 1536w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-agent-config-1.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"monitor\" role=\"tabpanel\" aria-labelledby=\"label-monitor\" tabindex=\"0\" class=\"wp-block-comet-tab\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-b987c810 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading has-display-s-font-size\">Monitor &amp; manage agent behavior in production<\/h2>\n\n\n\n<p>Opik extends observability across your agent&#8217;s entire footprint to help you meet governance requirements, track model costs, and ensure consistent performance in front of real users at scale. <\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-underline\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.comet.com\/site\/products\/opik\/features\/automatic-prompt-optimization\/\">Learn more<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-dashboards-1-1024x576.png\" alt=\"\" class=\"wp-image-19720\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-dashboards-1-1024x576.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-dashboards-1-300x169.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-dashboards-1-768x432.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-dashboards-1-1536x864.png 1536w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2026\/04\/opik-dashboards-1.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/section>\n\n\n\n<div style=\"height:0px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-d234f690 wp-block-buttons-is-layout-flex\" style=\"margin-top:var(--wp--preset--spacing--50);margin-bottom:var(--wp--preset--spacing--50)\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.comet.com\/signup?from=llm\">Try Opik Free<\/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\/\">Book a Demo<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n\n\n<div class=\"wp-block-group alignwide is-layout-constrained wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50)\">\n<div class=\"wp-block-group alignwide has-tertiary-background-color has-background is-layout-constrained wp-container-core-group-is-layout-f611be13 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)\">\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"250\" height=\"75\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/zencoder-logo.png\" alt=\"\" class=\"wp-image-16684\"\/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote alignwide is-style-plain is-layout-flow wp-block-quote-is-layout-flow is-style-plain--1\" style=\"margin-top:var(--wp--preset--spacing--40);margin-bottom:var(--wp--preset--spacing--40)\">\n<p class=\"has-background-color has-text-color has-link-color has-body-l-font-size wp-elements-c976ff4937222a366ffb375924ccc8c3\">\u201cLLMs are black boxes. We don\u2019t know what is going on inside them. We needed a solution that allowed us to see how our models behaved, and Opik gives us the ability to understand what went wrong, and share that with the team to debug and iterate faster.\u201d<\/p>\n<\/blockquote>\n\n\n\n<div class=\"wp-block-group alignwide is-content-justification-center is-nowrap is-layout-flex wp-container-core-group-is-layout-23441af8 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group vc-testimonial-block__source is-flex is-nowrap is-layout-flex wp-container-core-group-is-layout-6c531013 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\/06\/dimitrii-headshot-150x150.png\" alt=\"\" class=\"wp-image-16686\" style=\"object-fit:cover;width:100px;height:100px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/dimitrii-headshot-150x150.png 150w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/dimitrii-headshot-300x300.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/dimitrii-headshot.png 388w\" 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-4b827052 wp-block-group-is-layout-flex\">\n<p class=\"has-accent-color has-text-color has-link-color wp-elements-93214cc62d3e51bafa1ab82dbf634233\" style=\"text-transform:uppercase\"><strong><strong>DMITRII KRASNOV<\/strong><\/strong><\/p>\n\n\n\n<p style=\"text-transform:uppercase\"><strong><strong>ENGINEERING MANAGER, ZENCODER<\/strong><\/strong><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignwide is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"has-text-align-center has-body-l-font-size\">Trusted by the most innovative AI teams<\/p>\n\n\n\n<div class=\"wp-block-group alignwide is-style-default has-custom-background-dark-background-color has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\"><div style=\"--animation-direction: normal; --animation-speed: 20s; --content-gap: 40px; --overlay-color: #02081b; --white-space: nowrap; --animation-name: storepress-marquee-animation-x; --animation-play-state: paused;\" class=\"has-overlay-color orientation-x alignfull logo-marquee wp-block-storepress-marquee\">\n\t<div class=\"wp-block-storepress-marquee__item\">\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-6c531013 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo.png\" alt=\"AssemblyAI logo\" class=\"wp-image-10471\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"182\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-8.png\" alt=\"Natwest logo\" class=\"wp-image-10822\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Stellantis-White.svg\" alt=\"Stellantis logo\" class=\"wp-image-17239\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-6.png\" alt=\"Uber Logo\" class=\"wp-image-10568\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Zencoder-White.svg\" alt=\"zencoder logo\" class=\"wp-image-17230\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-3.png\" alt=\"Netflix Logo\" class=\"wp-image-10473\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Autodesk-White.svg\" alt=\"Autodesk logo\" class=\"wp-image-17241\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-4.png\" alt=\"Etsy logo\" class=\"wp-image-10474\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/StabilityAI-White.svg\" alt=\"Stability Ai logo\" class=\"wp-image-17238\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-5.png\" alt=\"Mobileye logo\" class=\"wp-image-10475\" style=\"width:180px\" \/><\/figure>\n<\/div>\n\n<\/div>\n\t<!-- Mirrors the content -->\n\t<div class=\"wp-block-storepress-marquee__item mirror\" aria-hidden=\"true\">\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-6c531013 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo.png\" alt=\"AssemblyAI logo\" class=\"wp-image-10471\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"182\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-8.png\" alt=\"Natwest logo\" class=\"wp-image-10822\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Stellantis-White.svg\" alt=\"Stellantis logo\" class=\"wp-image-17239\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-6.png\" alt=\"Uber Logo\" class=\"wp-image-10568\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Zencoder-White.svg\" alt=\"zencoder logo\" class=\"wp-image-17230\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-3.png\" alt=\"Netflix Logo\" class=\"wp-image-10473\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Autodesk-White.svg\" alt=\"Autodesk logo\" class=\"wp-image-17241\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-4.png\" alt=\"Etsy logo\" class=\"wp-image-10474\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/StabilityAI-White.svg\" alt=\"Stability Ai logo\" class=\"wp-image-17238\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-5.png\" alt=\"Mobileye logo\" class=\"wp-image-10475\" style=\"width:180px\" \/><\/figure>\n<\/div>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignwide is-layout-constrained wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50)\">\n<h2 class=\"wp-block-heading has-text-align-center\">The Opik Difference<\/h2>\n\n\n\n<p class=\"has-text-align-center\">Not all GenAI observability and evaluation platforms are built the same. Opik is both truly open source, and powered by Comet&#8217;s enterprise-grade infrastructure for reliable, trustworthy performance at scale.<\/p>\n\n\n\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-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-ea69a204 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-stretch is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-custom-decorative-border-dark-border-color is-vertical is-layout-flex wp-container-core-group-is-layout-035bdcd1 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;min-height: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)\">\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-fe9cc265 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"103\" height=\"87\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Track-Model-A-1.svg\" alt=\"\" class=\"wp-image-14092\" style=\"width:41px;height:auto\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading has-display-xxs-font-size\" id=\"h-monitor-and-detect-drift\">Log Thousands of LLM Traces, Fast<\/h3>\n<\/div>\n\n\n\n<p class=\"has-text-align-left\">Traces appear in the Opik platform ready for debugging almost instantly \u2014 even at high volumes. <\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-stretch is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-custom-decorative-border-dark-border-color is-vertical is-layout-flex wp-container-core-group-is-layout-035bdcd1 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;min-height: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)\">\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-fe9cc265 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"91\" height=\"91\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Experiment-Tracking-B-1.svg\" alt=\"\" class=\"wp-image-14093\" style=\"width:auto;height:35px\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading has-display-xxs-font-size\" id=\"h-observability-for-the-complete-ml-lifecycle\">Enterprise-Grade Reliability &amp; Security<\/h3>\n<\/div>\n\n\n\n<p class=\"has-text-align-left\">Opik is backed by the Comet platform and built to the standards of the world&#8217;s largest organizations.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-stretch is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-custom-decorative-border-dark-border-color is-vertical is-layout-flex wp-container-core-group-is-layout-035bdcd1 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;min-height: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)\">\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-fe9cc265 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"88\" height=\"89\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Track-Model-C-1.svg\" alt=\"\" class=\"wp-image-14094\" style=\"width:auto;height:35px\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading has-display-xxs-font-size\" id=\"h-on-prem-vpc-and-multi-cloud\">Flexible Hosting &amp; Deployment Options <\/h3>\n<\/div>\n\n\n\n<p class=\"has-text-align-left\">Self-host the <a href=\"https:\/\/github.com\/comet-ml\/opik\">OSS version<\/a>, <a href=\"https:\/\/www.comet.com\/signup?from=llm\">try Opik<\/a> in the cloud, or <a href=\"https:\/\/www.comet.com\/site\/about-us\/contact-us\/\">talk to us<\/a> about custom deployment options. <\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignwide is-layout-constrained wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50)\">\n<h2 class=\"wp-block-heading has-text-align-center\" id=\"h-easy-integration\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-accent-color\">Easy<\/mark> Integration<\/h2>\n\n\n\n<p class=\"has-text-align-center\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--50)\">Add just a few lines of code to your project and automatically start tracking LLM app and agent activity with Opik, or code, hyperparameters, model predictions, and more with Comet&#8217;s MLOps platform.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-d234f690 wp-block-buttons-is-layout-flex\" style=\"margin-top:var(--wp--preset--spacing--50);margin-bottom:var(--wp--preset--spacing--50)\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"\/signup?from=llm\">Try Opik Cloud<\/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:\/\/github.com\/comet-ml\/opik\">View on GitHub<\/a><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-comet-code-snippets alignwide comet-code-snippets\"><div class=\"comet-code-snippets__tablist\" role=\"tablist\"><\/div><div class=\"comet-code-snippets__content\">\n<div class=\"wp-block-comet-snippet-group comet-snippet-group\"><div class=\"comet-snippet-group__heading\">Opik LLM Evaluation<\/div><div class=\"comet-snippet-group__content\">\n<div class=\"wp-block-comet-snippet comet-snippet\" id=\"426307a4-d6c5-4c0c-a281-e3bb30d89915\"><button id=\"tab-426307a4-d6c5-4c0c-a281-e3bb30d89915\" class=\"comet-snippet__tab\" role=\"tab\" aria-selected=\"false\" aria-controls=\"panel-426307a4-d6c5-4c0c-a281-e3bb30d89915\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/any-framework-icon.svg\" alt=\"any-framework-icon.svg\" class=\"comet-snippet__icon\"\/><span class=\"snippet-label\">Any LLM<\/span><\/button><div id=\"panel-426307a4-d6c5-4c0c-a281-e3bb30d89915\" class=\"comet-snippet__panel\" role=\"tabpanel\" aria-labelledby=\"tab-426307a4-d6c5-4c0c-a281-e3bb30d89915\" hidden><pre class=\"comet-snippet__code line-numbers prism-dark language-python\"><code>from opik import track\n\n@track\ndef llm_chain(user_question):\n    context = get_context(user_question)\n    response = call_llm(user_question, context)\n    \n    return response\n\n@track\ndef get_context(user_question):\n    # Logic that fetches the context, hard coded here\n    return [\"The dog chased the cat.\", \"The cat was called Luky.\"]\n\n@track\ndef call_llm(user_question, context):\n    # LLM call, can be combined with any Opik integration\n    return \"The dog chased the cat Luky.\"\n\nresponse = llm_chain(\"What did the dog do ?\")\nprint(response)<\/code><\/pre><button type=\"button\" class=\"comet-snippet__copy-button\" aria-label=\"Copy code to clipboard\">Copy<\/button><\/div><\/div>\n\n\n\n<div class=\"wp-block-comet-snippet comet-snippet\" id=\"394b08ed-2cdb-443c-a3d3-33c6c300cdaa\"><button id=\"tab-394b08ed-2cdb-443c-a3d3-33c6c300cdaa\" class=\"comet-snippet__tab\" role=\"tab\" aria-selected=\"false\" aria-controls=\"panel-394b08ed-2cdb-443c-a3d3-33c6c300cdaa\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/image-1.png\" alt=\"image-1.png\" class=\"comet-snippet__icon\"\/><span class=\"snippet-label\">LlamaIndex<\/span><\/button><div id=\"panel-394b08ed-2cdb-443c-a3d3-33c6c300cdaa\" class=\"comet-snippet__panel\" role=\"tabpanel\" aria-labelledby=\"tab-394b08ed-2cdb-443c-a3d3-33c6c300cdaa\" hidden><pre class=\"comet-snippet__code line-numbers prism-dark language-python\"><code>from llama_index.core import VectorStoreIndex, global_handler, set_global_handler\nfrom llama_index.core.schema import TextNode\n\n# Configure the Opik integration\nset_global_handler(\"opik\")\nopik_callback_handler = global_handler\n\n\nnode1 = TextNode(text=\"The cat sat on the mat.\", id_=\"1\")\nnode2 = TextNode(text=\"The dog chased the cat.\", id_=\"2\")\n\nindex = VectorStoreIndex([node1, node2])\n\n# Create a LlamaIndex query engine\nquery_engine = index.as_query_engine()\n\n# Query the documents\nresponse = query_engine.query(\"What did the dog do ?\")\nprint(response)<\/code><\/pre><button type=\"button\" class=\"comet-snippet__copy-button\" aria-label=\"Copy code to clipboard\">Copy<\/button><\/div><\/div>\n\n\n\n<div class=\"wp-block-comet-snippet comet-snippet\" id=\"2706e820-053d-46a5-abd7-4caf1ddf8ce6\"><button id=\"tab-2706e820-053d-46a5-abd7-4caf1ddf8ce6\" class=\"comet-snippet__tab\" role=\"tab\" aria-selected=\"false\" aria-controls=\"panel-2706e820-053d-46a5-abd7-4caf1ddf8ce6\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/langchain-1-1.png\" alt=\"langchain-1-1.png\" class=\"comet-snippet__icon\"\/><span class=\"snippet-label\">LangChain<\/span><\/button><div id=\"panel-2706e820-053d-46a5-abd7-4caf1ddf8ce6\" class=\"comet-snippet__panel\" role=\"tabpanel\" aria-labelledby=\"tab-2706e820-053d-46a5-abd7-4caf1ddf8ce6\" hidden><pre class=\"comet-snippet__code line-numbers prism-dark language-python\"><code>from langchain_openai import ChatOpenAI\nfrom opik.integrations.langchain import OpikTracer\n\n# Initialize the tracer\nopik_tracer = OpikTracer()\n\n# Create the LLM Chain using LangChain\nllm = ChatOpenAI(temperature=0)\n\n# Configure the Opik integration\nllm = llm.with_config({\"callbacks\": [opik_tracer]})\n\nllm.invoke(\"Hello, how are you?\")<\/code><\/pre><button type=\"button\" class=\"comet-snippet__copy-button\" aria-label=\"Copy code to clipboard\">Copy<\/button><\/div><\/div>\n\n\n\n<div class=\"wp-block-comet-snippet comet-snippet\" id=\"8583ab14-aaec-4561-b5f9-9699caa70074\"><button id=\"tab-8583ab14-aaec-4561-b5f9-9699caa70074\" class=\"comet-snippet__tab\" role=\"tab\" aria-selected=\"false\" aria-controls=\"panel-8583ab14-aaec-4561-b5f9-9699caa70074\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/OpenAI-code.png\" alt=\"OpenAI-code.png\" class=\"comet-snippet__icon\"\/><span class=\"snippet-label\">OpenAI<\/span><\/button><div id=\"panel-8583ab14-aaec-4561-b5f9-9699caa70074\" class=\"comet-snippet__panel\" role=\"tabpanel\" aria-labelledby=\"tab-8583ab14-aaec-4561-b5f9-9699caa70074\" hidden><pre class=\"comet-snippet__code line-numbers prism-dark language-python\"><code>from openai import OpenAI\nfrom opik.integrations.openai import track_openai\n\nopenai_client = OpenAI()\nopenai_client = track_openai(openai_client)\n\nresponse = openai_client.chat.completions.create(\n    model=\"gpt-3.5-turbo\",\n    messages=[\n        {\"role\": \"user\", \"content\": \"Hello, world!\"}\n    ]\n)<\/code><\/pre><button type=\"button\" class=\"comet-snippet__copy-button\" aria-label=\"Copy code to clipboard\">Copy<\/button><\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-comet-snippet-group comet-snippet-group\"><div class=\"comet-snippet-group__heading\">ML Experiment Management<\/div><div class=\"comet-snippet-group__content\">\n<div class=\"wp-block-comet-snippet comet-snippet\" id=\"1132f44a-ad04-4391-a2fd-cfa916d50048\"><button id=\"tab-1132f44a-ad04-4391-a2fd-cfa916d50048\" class=\"comet-snippet__tab\" role=\"tab\" aria-selected=\"false\" aria-controls=\"panel-1132f44a-ad04-4391-a2fd-cfa916d50048\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/pytorch-icon-no-fill.svg\" alt=\"pytorch-icon-no-fill.svg\" class=\"comet-snippet__icon\"\/><span class=\"snippet-label\">Pytorch<\/span><\/button><div id=\"panel-1132f44a-ad04-4391-a2fd-cfa916d50048\" class=\"comet-snippet__panel\" role=\"tabpanel\" aria-labelledby=\"tab-1132f44a-ad04-4391-a2fd-cfa916d50048\" hidden><pre class=\"comet-snippet__code line-numbers prism-dark language-python\"><code>from comet_ml import Experiment\nimport torch.nn as nn\n\n# 1. Define a new experiment \nexperiment = Experiment(project_name=\"YOUR PROJECT\")\n\n# 2. Create your model class \nclass RNN(nn.Module):\n    #... Define your Class \n\n# 3. Train and test your model while logging everything to Comet\nwith experiment.train():\n    # ...Train your model and log metrics \n    experiment.log_metric(\"accuracy\", correct \/ total, step = step)\n\n# 4. View real-time metrics in Comet<\/code><\/pre><button type=\"button\" class=\"comet-snippet__copy-button\" aria-label=\"Copy code to clipboard\">Copy<\/button><\/div><\/div>\n\n\n\n<div class=\"wp-block-comet-snippet comet-snippet\" id=\"a2bbf521-bad6-4a48-8c71-1df5ba3e0ebc\"><button id=\"tab-a2bbf521-bad6-4a48-8c71-1df5ba3e0ebc\" class=\"comet-snippet__tab\" role=\"tab\" aria-selected=\"false\" aria-controls=\"panel-a2bbf521-bad6-4a48-8c71-1df5ba3e0ebc\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/pytorch-lightning-icon.svg\" alt=\"pytorch-lightning-icon.svg\" class=\"comet-snippet__icon\"\/><span class=\"snippet-label\">Pytorch Lightning<\/span><\/button><div id=\"panel-a2bbf521-bad6-4a48-8c71-1df5ba3e0ebc\" class=\"comet-snippet__panel\" role=\"tabpanel\" aria-labelledby=\"tab-a2bbf521-bad6-4a48-8c71-1df5ba3e0ebc\" hidden><pre class=\"comet-snippet__code line-numbers prism-dark language-python\"><code>from pytorch_lightning.loggers import CometLogger\n\n# 1. Create your Model\n\n# 2. Initialize CometLogger\ncomet_logger = CometLogger()\n\n# 3. Train your model \ntrainer = pl.Trainer(\n    logger=[comet_logger],\n    # ...configs\n)\n\ntrainer.fit(model)\n\n# 4. View real-time metrics in Comet<\/code><\/pre><button type=\"button\" class=\"comet-snippet__copy-button\" aria-label=\"Copy code to clipboard\">Copy<\/button><\/div><\/div>\n\n\n\n<div class=\"wp-block-comet-snippet comet-snippet\" id=\"3efe3097-e22d-4e95-a960-89f1fe222113\"><button id=\"tab-3efe3097-e22d-4e95-a960-89f1fe222113\" class=\"comet-snippet__tab\" role=\"tab\" aria-selected=\"false\" aria-controls=\"panel-3efe3097-e22d-4e95-a960-89f1fe222113\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/hugging-face-icon-no-fill.svg\" alt=\"hugging-face-icon-no-fill.svg\" class=\"comet-snippet__icon\"\/><span class=\"snippet-label\">Hugging Face<\/span><\/button><div id=\"panel-3efe3097-e22d-4e95-a960-89f1fe222113\" class=\"comet-snippet__panel\" role=\"tabpanel\" aria-labelledby=\"tab-3efe3097-e22d-4e95-a960-89f1fe222113\" hidden><pre class=\"comet-snippet__code line-numbers prism-dark language-python\"><code>from comet_ml import Experiment\nfrom transformers import Trainer\n\n# 1. Define a new experiment \nexperiment = Experiment(project_name=\"YOUR PROJECT\")\n\n# 2. Train your model \ntrainer = Trainer(\n    model = model,\n    # ...configs\n)\n\ntrainer.train()\n\n# 3. View real-time metrics in Comet<\/code><\/pre><button type=\"button\" class=\"comet-snippet__copy-button\" aria-label=\"Copy code to clipboard\">Copy<\/button><\/div><\/div>\n\n\n\n<div class=\"wp-block-comet-snippet comet-snippet\" id=\"bdd9e179-c713-4286-9e9f-f57c598f48c7\"><button id=\"tab-bdd9e179-c713-4286-9e9f-f57c598f48c7\" class=\"comet-snippet__tab\" role=\"tab\" aria-selected=\"false\" aria-controls=\"panel-bdd9e179-c713-4286-9e9f-f57c598f48c7\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/keras-icon.png\" alt=\"keras-icon.png\" class=\"comet-snippet__icon\"\/><span class=\"snippet-label\">Keras<\/span><\/button><div id=\"panel-bdd9e179-c713-4286-9e9f-f57c598f48c7\" class=\"comet-snippet__panel\" role=\"tabpanel\" aria-labelledby=\"tab-bdd9e179-c713-4286-9e9f-f57c598f48c7\" hidden><pre class=\"comet-snippet__code line-numbers prism-dark language-python\"><code>from comet_ml import Experiment\nfrom tensorflow import keras\n\n# 1. Define a new experiment \nexperiment = Experiment(project_name=\"YOUR PROJECT\")\n\n# 2. Define your model\nmodel = tf.keras.Model(\n    # ...configs\n)\n\n# 3. Train your model\nmodel.fit(\n    x_train, y_train,\n    validation_data=(x_test, y_test),\n)\n\n# 4. Track real-time metrics in Comet<\/code><\/pre><button type=\"button\" class=\"comet-snippet__copy-button\" aria-label=\"Copy code to clipboard\">Copy<\/button><\/div><\/div>\n\n\n\n<div class=\"wp-block-comet-snippet comet-snippet\" id=\"77116918-ff26-4a2c-b38a-c07242a067b6\"><button id=\"tab-77116918-ff26-4a2c-b38a-c07242a067b6\" class=\"comet-snippet__tab\" role=\"tab\" aria-selected=\"false\" aria-controls=\"panel-77116918-ff26-4a2c-b38a-c07242a067b6\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/tensorflow-icon-no-fill.svg\" alt=\"tensorflow-icon-no-fill.svg\" class=\"comet-snippet__icon\"\/><span class=\"snippet-label\">TensorFlow<\/span><\/button><div id=\"panel-77116918-ff26-4a2c-b38a-c07242a067b6\" class=\"comet-snippet__panel\" role=\"tabpanel\" aria-labelledby=\"tab-77116918-ff26-4a2c-b38a-c07242a067b6\" hidden><pre class=\"comet-snippet__code line-numbers prism-dark language-python\"><code>from comet_ml import Experiment\nimport tensorflow as tf\n\n# 1. Define a new experiment \nexperiment = Experiment(project_name=\"YOUR PROJECT\")\n\n# 2. Define and train your model\nmodel.fit(...)\n\n# 3. Log additional model metrics and params\nexperiment.log_parameters({'custom_params': True})\nexperiment.log_metric('custom_metric', 0.95)\n\n# 4. Track real-time metrics in Comet<\/code><\/pre><button type=\"button\" class=\"comet-snippet__copy-button\" aria-label=\"Copy code to clipboard\">Copy<\/button><\/div><\/div>\n\n\n\n<div class=\"wp-block-comet-snippet comet-snippet\" id=\"b98e6f9e-12ba-4ff4-9889-18204dc0211f\"><button id=\"tab-b98e6f9e-12ba-4ff4-9889-18204dc0211f\" class=\"comet-snippet__tab\" role=\"tab\" aria-selected=\"false\" aria-controls=\"panel-b98e6f9e-12ba-4ff4-9889-18204dc0211f\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/scikit-learn-icon-no-fill.svg\" alt=\"scikit-learn-icon-no-fill.svg\" class=\"comet-snippet__icon\"\/><span class=\"snippet-label\">Scikit-learn<\/span><\/button><div id=\"panel-b98e6f9e-12ba-4ff4-9889-18204dc0211f\" class=\"comet-snippet__panel\" role=\"tabpanel\" aria-labelledby=\"tab-b98e6f9e-12ba-4ff4-9889-18204dc0211f\" hidden><pre class=\"comet-snippet__code line-numbers prism-dark language-python\"><code>from comet_ml import Experiment\nimport tree from sklearn\n\n# 1. Define a new experiment \nexperiment = Experiment(project_name=\"YOUR PROJECT\")\n\n# 2. Build your model and fit\nclf = tree.DecisionTreeClassifier(\n    # ...configs\n)\n\nclf.fit(X_train_scaled, y_train)\nparams = {...}\nmetrics = {...}\n\n# 3. Log additional metrics and params\nexperiment.log_parameters(params)\nexperiment.log_metrics(metrics)\n\n# 4. Track model performance in Comet<\/code><\/pre><button type=\"button\" class=\"comet-snippet__copy-button\" aria-label=\"Copy code to clipboard\">Copy<\/button><\/div><\/div>\n\n\n\n<div class=\"wp-block-comet-snippet comet-snippet\" id=\"9861578d-3c69-48bf-afc4-e93bbc938735\"><button id=\"tab-9861578d-3c69-48bf-afc4-e93bbc938735\" class=\"comet-snippet__tab\" role=\"tab\" aria-selected=\"false\" aria-controls=\"panel-9861578d-3c69-48bf-afc4-e93bbc938735\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/xgboost-icon-no-fill.png\" alt=\"xgboost-icon-no-fill.png\" class=\"comet-snippet__icon\"\/><span class=\"snippet-label\">XGBoost<\/span><\/button><div id=\"panel-9861578d-3c69-48bf-afc4-e93bbc938735\" class=\"comet-snippet__panel\" role=\"tabpanel\" aria-labelledby=\"tab-9861578d-3c69-48bf-afc4-e93bbc938735\" hidden><pre class=\"comet-snippet__code line-numbers prism-dark language-python\"><code>from comet_ml import Experiment\nimport xgboost as xgb\n\n# 1. Define a new experiment\nexperiment = Experiment(project_name=\"YOUR PROJECT\")\n\n# 2. Define your model and fit\nxg_reg = xgb.XGBRegressor(\n    # ...configs\n)\nxg_reg.fit(\n    X_train,\n    y_train,\n    eval_set=[(X_train, y_train), (X_test, y_test)],\n    eval_metric=\"rmse\",\n)\n\n# 3. Track model performance in Comet<\/code><\/pre><button type=\"button\" class=\"comet-snippet__copy-button\" aria-label=\"Copy code to clipboard\">Copy<\/button><\/div><\/div>\n\n\n\n<div class=\"wp-block-comet-snippet comet-snippet\" id=\"09e6738c-4253-408b-8c58-c35743c6435c\"><button id=\"tab-09e6738c-4253-408b-8c58-c35743c6435c\" class=\"comet-snippet__tab\" role=\"tab\" aria-selected=\"false\" aria-controls=\"panel-09e6738c-4253-408b-8c58-c35743c6435c\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/any-framework-icon.svg\" alt=\"any-framework-icon.svg\" class=\"comet-snippet__icon\"\/><span class=\"snippet-label\">Any Framework<\/span><\/button><div id=\"panel-09e6738c-4253-408b-8c58-c35743c6435c\" class=\"comet-snippet__panel\" role=\"tabpanel\" aria-labelledby=\"tab-09e6738c-4253-408b-8c58-c35743c6435c\" hidden><pre class=\"comet-snippet__code line-numbers prism-dark language-python\"><code># Utilize Comet in any environment\nfrom comet_ml import Experiment\n\n# 1. Define a new experiment\nexperiment = Experiment(project_name=\"YOUR PROJECT\")\n\n# 2. Model training here\n\n# 3. Log metrics or params over time\nexperiment.log_metrics(metrics)\n\n#4. Track real-time metrics in Comet<\/code><\/pre><button type=\"button\" class=\"comet-snippet__copy-button\" aria-label=\"Copy code to clipboard\">Copy<\/button><\/div><\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignwide is-layout-constrained wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50)\">\n<h2 class=\"wp-block-heading has-text-align-center\" id=\"h-easy-integration\">An End-to-End Model Evaluation Platform<\/h2>\n\n\n\n<p class=\"has-text-align-center\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--50)\">Comet\u2019s end-to-end model evaluation platform for developers focuses on shipping AI features, including open source LLM tracing, ML unit-testing, evaluations, experiment tracking and production monitoring.<\/p>\n\n\n\n<div class=\"wp-block-group alignwide is-layout-grid wp-container-core-group-is-layout-510ef126 wp-block-group-is-layout-grid\">\n<div class=\"wp-block-group alignwide has-border-color has-secondary-color has-custom-background-dark-background-color has-text-color has-background has-link-color wp-elements-98859085f195f817410e53726fa3fd64 is-vertical is-layout-flex wp-container-core-group-is-layout-61721bd9 wp-block-group-is-layout-flex\" style=\"border-color:#212d54;border-width:1px;border-radius:12px;min-height: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)\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"443\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/07\/featured-card-opik-log-and-evaluate-1024x443.png\" alt=\"\" class=\"wp-image-17385\" style=\"border-radius:8px;object-fit:cover\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/07\/featured-card-opik-log-and-evaluate-1024x443.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/07\/featured-card-opik-log-and-evaluate-300x130.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/07\/featured-card-opik-log-and-evaluate-768x333.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/07\/featured-card-opik-log-and-evaluate.png 1046w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color has-display-xxs-font-size wp-elements-474868539a0e4e896b1165e6e9d11e47\" id=\"h-opik-log-amp-evaluate-your-application-s-llm-calls\">Opik: Log &amp; Evaluate Your Application\u2019s LLM Calls<\/h3>\n<\/div>\n\n\n\n<p>Opik provides comprehensive <a href=\"https:\/\/www.comet.com\/site\/blog\/llm-observability\/\" data-type=\"post\" data-id=\"12123\">LLM observability<\/a> so you can confidently test, debug, and monitor your GenAI apps and agents, from application-level unit testing down to individual system prompts and user inputs.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignwide has-border-color has-secondary-color has-custom-background-dark-background-color has-text-color has-background has-link-color wp-elements-98859085f195f817410e53726fa3fd64 is-vertical is-layout-flex wp-container-core-group-is-layout-61721bd9 wp-block-group-is-layout-flex\" style=\"border-color:#212d54;border-width:1px;border-radius:12px;min-height: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)\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"443\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/07\/featured-card-prompt-optimization-1024x443.png\" alt=\"\" class=\"wp-image-17386\" style=\"border-radius:8px;object-fit:cover\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/07\/featured-card-prompt-optimization-1024x443.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/07\/featured-card-prompt-optimization-300x130.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/07\/featured-card-prompt-optimization-768x333.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/07\/featured-card-prompt-optimization.png 1046w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color has-display-xxs-font-size wp-elements-474868539a0e4e896b1165e6e9d11e47\" id=\"h-opik-log-amp-evaluate-your-application-s-llm-calls\">Opik: Optimize Prompts &amp; Agentic Systems<\/h3>\n<\/div>\n\n\n\n<p>With your application\u2019s LLM calls and responses logged, you can bring in expert reviewers for annotation, score using built-in <a href=\"https:\/\/www.comet.com\/site\/blog\/llm-evaluation-metrics-every-developer-should-know\/\" data-type=\"post\" data-id=\"12471\">eval metrics<\/a>, and even <a href=\"https:\/\/www.comet.com\/site\/blog\/automated-prompt-engineering\/\" data-type=\"post\" data-id=\"13672\">automate prompt engineering<\/a> for complex multi-step agents.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignwide has-border-color has-secondary-color has-custom-background-dark-background-color has-text-color has-background has-link-color wp-elements-98859085f195f817410e53726fa3fd64 is-vertical is-layout-flex wp-container-core-group-is-layout-61721bd9 wp-block-group-is-layout-flex\" style=\"border-color:#212d54;border-width:1px;border-radius:12px;min-height: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)\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"443\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/07\/featured-card-track-and-compare-1024x443.png\" alt=\"\" class=\"wp-image-17387\" style=\"border-radius:8px;object-fit:cover\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/07\/featured-card-track-and-compare-1024x443.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/07\/featured-card-track-and-compare-300x130.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/07\/featured-card-track-and-compare-768x333.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/07\/featured-card-track-and-compare.png 1046w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color has-display-xxs-font-size wp-elements-474868539a0e4e896b1165e6e9d11e47\" id=\"h-opik-log-amp-evaluate-your-application-s-llm-calls\">MLOps: Track &amp; Compare Model Training Runs<\/h3>\n<\/div>\n\n\n\n<p>Comet <a href=\"https:\/\/www.comet.com\/site\/products\/ml-experiment-tracking\/\" data-type=\"page\" data-id=\"486\">Experiment Management<\/a> gives you the tools to ensure your models are explainable and reproducible, with custom visualizations, <a href=\"https:\/\/www.comet.com\/site\/products\/machine-learning-model-versioning\/\" data-type=\"page\" data-id=\"1608\">model versioning<\/a>, <a href=\"https:\/\/www.comet.com\/site\/products\/artifacts-dataset-management\/\" data-type=\"page\" data-id=\"1609\">dataset management<\/a>, <a href=\"https:\/\/www.comet.com\/site\/products\/model-production-monitoring\/\" data-type=\"page\" data-id=\"1516\">production monitoring<\/a>, and more.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignwide has-border-color has-secondary-color has-custom-background-dark-background-color has-text-color has-background has-link-color wp-elements-98859085f195f817410e53726fa3fd64 is-vertical is-layout-flex wp-container-core-group-is-layout-61721bd9 wp-block-group-is-layout-flex\" style=\"border-color:#212d54;border-width:1px;border-radius:12px;min-height: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)\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"443\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/07\/featured-card-production-monitoring-1024x443.png\" alt=\"\" class=\"wp-image-17388\" style=\"border-radius:8px;object-fit:cover\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/07\/featured-card-production-monitoring-1024x443.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/07\/featured-card-production-monitoring-300x130.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/07\/featured-card-production-monitoring-768x333.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/07\/featured-card-production-monitoring.png 1046w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color has-display-xxs-font-size wp-elements-474868539a0e4e896b1165e6e9d11e47\" id=\"h-opik-log-amp-evaluate-your-application-s-llm-calls\">ML Model Production Monitoring<\/h3>\n<\/div>\n\n\n\n<p>Deploy your optimized models with confidence, ensure regulatory compliance, and catch and fix issues like data drift before they start to affect your end-user experience.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull is-layout-constrained wp-container-core-group-is-layout-019013fd wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--160);margin-bottom:var(--wp--preset--spacing--160);padding-top:var(--wp--preset--spacing--50)\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading has-text-align-center\" id=\"h-easy-integration\">Built for Enterprise, Driven by Community<\/h2>\n\n\n\n<p class=\"has-text-align-center\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--50)\">Comet\u2019s end-to-end evaluation platform is trusted by innovative data scientists, ML practitioners, and engineers in the most demanding enterprise environments.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-cb-carousel\" data-slick=\"{&quot;slidesToShow&quot;:3,&quot;slidesToScroll&quot;:3,&quot;speed&quot;:300,&quot;arrows&quot;:false,&quot;dots&quot;:true,&quot;autoplay&quot;:true,&quot;autoplaySpeed&quot;:5000,&quot;infinite&quot;:true,&quot;responsive&quot;:[{&quot;breakpoint&quot;:769,&quot;settings&quot;:{&quot;slidesToShow&quot;:1,&quot;slidesToScroll&quot;:1}}]}\">\n<div class=\"wp-block-cb-slide\">\n<div class=\"wp-block-group 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-7015d747af899c768923b610056b74e8 is-vertical is-nowrap is-layout-flex wp-container-core-group-is-layout-596ebe30 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<div class=\"wp-block-group wp-container-content-c795c25f is-vertical is-layout-flex wp-container-core-group-is-layout-d6b9ab57 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"120\" height=\"43\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/zappos.png\" alt=\"\" class=\"wp-image-14436\" style=\"object-fit:contain;width:140px;height:42px\"\/><\/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-fe964ce00521ce0746bc74137f72576f wp-container-content-9cfa9a5a\">&#8220;Comet has aided our success with ML and serves to further ML development within Zappos.\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-3655d5c7 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\/04\/kyle-anderson-150x150.jpeg\" alt=\"\" class=\"wp-image-14453\" style=\"object-fit:cover;width:68px;height:68px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/kyle-anderson-150x150.jpeg 150w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/kyle-anderson.jpeg 200w\" 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-4b827052 wp-block-group-is-layout-flex\">\n<p class=\"has-accent-color has-text-color has-link-color wp-elements-93214cc62d3e51bafa1ab82dbf634233\" style=\"text-transform:uppercase\"><strong>KYLE ANDERSON<\/strong><\/p>\n\n\n\n<p style=\"text-transform:uppercase\"><strong>DIRECTOR OF SOFTWARE ENGINEERING<\/strong><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-cb-slide\">\n<div class=\"wp-block-group 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-7015d747af899c768923b610056b74e8 is-vertical is-nowrap is-layout-flex wp-container-core-group-is-layout-596ebe30 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<div class=\"wp-block-group wp-container-content-c795c25f is-vertical is-layout-flex wp-container-core-group-is-layout-d6b9ab57 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"120\" height=\"26\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/uber-1.png\" alt=\"\" class=\"wp-image-14435\" style=\"object-fit:contain;width:140px;height:42px\"\/><\/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-fe964ce00521ce0746bc74137f72576f wp-container-content-9cfa9a5a\">&#8220;Comet offers the most complete experiment tracking solution on the market. It\u2019s brought significant value to our business.&#8221;<\/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-3655d5c7 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\/04\/olcay-cirit-150x150.jpg\" alt=\"\" class=\"wp-image-14454\" style=\"object-fit:cover;width:68px;height:68px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/olcay-cirit-150x150.jpg 150w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/olcay-cirit-300x300.jpg 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/olcay-cirit.jpg 316w\" 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-4b827052 wp-block-group-is-layout-flex\">\n<p class=\"has-accent-color has-text-color has-link-color wp-elements-93214cc62d3e51bafa1ab82dbf634233\" style=\"text-transform:uppercase\"><strong>Olcay Cirit<\/strong><\/p>\n\n\n\n<p style=\"text-transform:uppercase\"><strong>Staff Research and Tech lead<\/strong><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-cb-slide\">\n<div class=\"wp-block-group 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-7015d747af899c768923b610056b74e8 is-vertical is-nowrap is-layout-flex wp-container-core-group-is-layout-596ebe30 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<div class=\"wp-block-group wp-container-content-c795c25f is-vertical is-layout-flex wp-container-core-group-is-layout-d6b9ab57 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"36\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/hugging-faces.png\" alt=\"\" class=\"wp-image-14437\" style=\"object-fit:contain;width:140px;height:42px\"\/><\/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-fe964ce00521ce0746bc74137f72576f wp-container-content-9cfa9a5a\">\u201cComet enables us to speed up research cycles and reliably reproduce and collaborate on our modeling projects. It has become an indispensable part of our ML workflow.\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-3655d5c7 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\/04\/victor-sanh-150x150.jpg\" alt=\"\" class=\"wp-image-14455\" style=\"object-fit:cover;width:68px;height:68px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/victor-sanh-150x150.jpg 150w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/victor-sanh-300x300.jpg 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/victor-sanh.jpg 400w\" 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-4b827052 wp-block-group-is-layout-flex\">\n<p class=\"has-accent-color has-text-color has-link-color wp-elements-93214cc62d3e51bafa1ab82dbf634233\" style=\"text-transform:uppercase\"><strong>Victor Sanh<\/strong><\/p>\n\n\n\n<p style=\"text-transform:uppercase\"><strong>Machine Learning Scientist<\/strong><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-cb-slide\">\n<div class=\"wp-block-group 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-7015d747af899c768923b610056b74e8 is-vertical is-nowrap is-layout-flex wp-container-core-group-is-layout-596ebe30 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<div class=\"wp-block-group wp-container-content-c795c25f is-vertical is-layout-flex wp-container-core-group-is-layout-d6b9ab57 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"185\" height=\"42\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/google-ai.png\" alt=\"\" class=\"wp-image-14439\" style=\"object-fit:contain;width:140px;height:42px\"\/><\/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-fe964ce00521ce0746bc74137f72576f wp-container-content-9cfa9a5a\">&#8220;None of the other products have the simplicity, ease of use and feature set that Comet has.&#8221;<\/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-3655d5c7 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\/04\/ronny-huang-150x150.jpg\" alt=\"\" class=\"wp-image-14450\" style=\"object-fit:cover;width:68px;height:68px\"\/><\/figure>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-4b827052 wp-block-group-is-layout-flex\">\n<p class=\"has-accent-color has-text-color has-link-color wp-elements-93214cc62d3e51bafa1ab82dbf634233\" style=\"text-transform:uppercase\"><strong>Ronny Huang<\/strong><\/p>\n\n\n\n<p style=\"text-transform:uppercase\"><strong>Research Scientist<\/strong><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-cb-slide\">\n<div class=\"wp-block-group 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-7015d747af899c768923b610056b74e8 is-vertical is-nowrap is-layout-flex wp-container-core-group-is-layout-596ebe30 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<div class=\"wp-block-group wp-container-content-c795c25f is-vertical is-layout-flex wp-container-core-group-is-layout-d6b9ab57 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"35\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/assembly-ai.png\" alt=\"\" class=\"wp-image-14440\" style=\"object-fit:contain;width:140px;height:42px\"\/><\/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-fe964ce00521ce0746bc74137f72576f wp-container-content-9cfa9a5a\">&#8220;After discovering Comet, our deep learning team&#8217;s productivity went up. Comet is easy to set up and allows us to move research faster.&#8221;<\/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-3655d5c7 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\/04\/guru-rao-150x150.jpg\" alt=\"\" class=\"wp-image-14451\" style=\"object-fit:cover;width:68px;height:68px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/guru-rao-150x150.jpg 150w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/guru-rao-300x300.jpg 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/guru-rao.jpg 565w\" 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-4b827052 wp-block-group-is-layout-flex\">\n<p class=\"has-accent-color has-text-color has-link-color wp-elements-93214cc62d3e51bafa1ab82dbf634233\" style=\"text-transform:uppercase\"><strong>Guru Rao<\/strong><\/p>\n\n\n\n<p style=\"text-transform:uppercase\"><strong>Head of AI<\/strong><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-cb-slide\">\n<div class=\"wp-block-group 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-7015d747af899c768923b610056b74e8 is-vertical is-nowrap is-layout-flex wp-container-core-group-is-layout-596ebe30 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<div class=\"wp-block-group wp-container-content-c795c25f is-vertical is-layout-flex wp-container-core-group-is-layout-d6b9ab57 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"34\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/ancestry.png\" alt=\"\" class=\"wp-image-14441\" style=\"object-fit:contain;width:140px;height:42px\"\/><\/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-fe964ce00521ce0746bc74137f72576f wp-container-content-9cfa9a5a\">&#8220;We can seamlessly compare and share experiments, debug and stop underperforming models. Comet has improved our efficiency.&#8221;<\/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-3655d5c7 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\/04\/carol-anderson-150x150.jpeg\" alt=\"\" class=\"wp-image-14452\" style=\"object-fit:cover;width:68px;height:68px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/carol-anderson-150x150.jpeg 150w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/carol-anderson.jpeg 200w\" 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-4b827052 wp-block-group-is-layout-flex\">\n<p class=\"has-accent-color has-text-color has-link-color wp-elements-93214cc62d3e51bafa1ab82dbf634233\" style=\"text-transform:uppercase\"><strong>Carol Anderson<\/strong><\/p>\n\n\n\n<p style=\"text-transform:uppercase\"><strong>Staff Data Scientist<\/strong><\/p>\n<\/div>\n<\/div>\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-913b3d1175baaf6000b981ff2671022c is-layout-constrained wp-container-core-group-is-layout-2903e0de 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-c2bd0302519f120fb6fc60dfafbc0b43\" id=\"h-get-started-today-for-free\" style=\"margin-top:var(--wp--preset--spacing--24)\">Get started today, free.<\/h2>\n\n\n\n<p class=\"has-text-align-center has-body-m-font-size\">You don&#8217;t need a credit card to sign up, and your Comet account comes with a generous free tier you can actually use\u2014for as long as you like.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-0cecd2bf 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=\"\/signup\">Try for Free<\/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\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>The Fastest Path to Agents That Work Opik connects observability to action, automatically turning trace data and eval results into code fixes. Your agent keeps evolving and doesn&#8217;t make the same mistake twice. Trusted by over 150,000 developers and thousands of companies \u201cLLMs are black boxes. We don\u2019t know what is going on inside them. [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":18014,"parent":0,"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":[126],"class_list":["post-66","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>Comet - The AI Developer Platform<\/title>\n<meta name=\"description\" content=\"Comet is the creator of Opik, an end-to-end AI observability platform for developers with best-in-class agent testing, optimization, and monitoring.\" \/>\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\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Home\" \/>\n<meta property=\"og:description\" content=\"Comet is the creator of Opik, an end-to-end AI observability platform for developers with best-in-class agent testing, optimization, and monitoring.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.comet.com\/site\/\" \/>\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=\"2026-04-29T15:03:36+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/10\/Share-image-3.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1800\" \/>\n\t<meta property=\"og:image:height\" content=\"945\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\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=\"24 minutes\" \/>\n\t<meta name=\"twitter:label2\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data2\" content=\"engineering@atre.net\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Comet - 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