{"id":8756,"date":"2024-01-12T15:33:16","date_gmt":"2024-01-12T23:33:16","guid":{"rendered":"https:\/\/live-cometml.pantheonsite.io\/?page_id=8756"},"modified":"2025-08-14T13:24:17","modified_gmt":"2025-08-14T13:24:17","slug":"wandb-vs-comet","status":"publish","type":"page","link":"https:\/\/www.comet.com\/site\/wandb-vs-comet\/","title":{"rendered":"Weights &#038; Biases"},"content":{"rendered":"\n<div style=\"background-image:url(&apos;https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/circle-pattern.png&apos;);background-position:50% 0%;background-repeat:no-repeat;background-size:contain;\" class=\"wp-block-group alignfull is-layout-constrained wp-block-group-is-layout-constrained has-background\">\n<div class=\"wp-block-group alignwide is-layout-constrained wp-container-core-group-is-layout-2b0d9729 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)\">\n<h1 class=\"wp-block-heading has-text-align-center has-custom-opik-orange-color has-text-color has-body-s-font-size\"><mark class=\"has-inline-color has-accent-color\">COMET VS WEIGHTS &amp; BIASES<\/mark><\/h1>\n\n\n\n<h2 class=\"wp-block-heading alignwide has-text-align-center has-background-color has-text-color has-link-color has-display-l-font-size wp-elements-65186dd33db33fbf8500528ccf57737b\" style=\"margin-top:var(--wp--preset--spacing--40);margin-bottom:var(--wp--preset--spacing--40)\">MLOps for teams who&#8217;ve outgrown <mark class=\"has-inline-color has-accent-color\">Weights and Biases<\/mark><\/h2>\n\n\n\n<p class=\"has-text-align-center has-body-l-font-size\">Predatory pricing, inflexible deployments, and unreliable performance makes WandB unusable for growing ML teams. Comet offers a more robust, reliable MLOps platform, with support for highly custom deployments, at half the price.<\/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 c-button\"><a rel=\"\" target=\"\" class=\"wp-block-button__link has-white-color has-text-color wp-element-button\" href=\"\/signup\">Try Comet Free<\/a><\/div>\n\n\n\n<div class=\"wp-block-button c-button is-style-underline\"><a rel=\"\" target=\"\" href=\"https:\/\/www.comet.com\/site\/about-us\/contact-us\/\" class=\"wp-block-button__link has-white-color has-text-color wp-element-button\">Contact Sales<\/a><\/div>\n<\/div>\n\n\n\n<figure class=\"wp-block-image alignwide size-full has-custom-border\" style=\"margin-bottom:var(--wp--preset--spacing--160)\"><img loading=\"lazy\" decoding=\"async\" width=\"2456\" height=\"622\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/WandB-hero.png\" alt=\"Comet vs Weights &amp; Biases banner\" class=\"wp-image-16331\" style=\"border-radius:12px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/WandB-hero.png 2456w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/WandB-hero-300x76.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/WandB-hero-1024x259.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/WandB-hero-768x195.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/WandB-hero-1536x389.png 1536w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/WandB-hero-2048x519.png 2048w\" sizes=\"auto, (max-width: 2456px) 100vw, 2456px\" \/><\/figure>\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 ML 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<figure class=\"wp-block-video alignwide\"><video height=\"1080\" style=\"aspect-ratio: 1920 \/ 1080;\" width=\"1920\" autoplay controls loop muted src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/01\/comet-product-video.mp4\" playsinline><\/video><\/figure>\n\n\n\n<div class=\"wp-block-cb-carousel alignwide\" 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=\"152\" height=\"54\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/natwest-logo-grey.svg\" alt=\"NatWest logo\" class=\"wp-image-16381\" 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 serves as the central system of record for over 180 data scientists and 400 data engineers, providing them with full visibility into the model development process and enabling seamless collaboration.\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\/06\/andy-mcmahon-150x150.jpg\" alt=\"Andy McMahon\" class=\"wp-image-16382\" style=\"object-fit:cover;width:68px;height:68px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/andy-mcmahon-150x150.jpg 150w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/andy-mcmahon-300x300.jpg 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/andy-mcmahon-768x768.jpg 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/andy-mcmahon.jpg 800w\" 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>Andy McMahon<\/strong><\/p>\n\n\n\n<p style=\"text-transform:uppercase\"><strong>HEAD OF MLOPS<\/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=\"101\" height=\"35\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/shipt-logo-grey.svg\" alt=\"Shipt logo\" class=\"wp-image-16385\" 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\">\u201cWe rely on Comet to measure performance and upgrade models into production. It gives us a very robust process for model deployment and training.\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\/06\/ANURADHA-U-150x150.jpg\" alt=\"Anuradha U., Shipt\" class=\"wp-image-16386\" style=\"object-fit:cover;width:68px;height:68px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/ANURADHA-U-150x150.jpg 150w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/ANURADHA-U.jpg 233w\" 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>Anuradha U.<\/strong><\/p>\n\n\n\n<p style=\"text-transform:uppercase\"><strong>DIRECTOR OF MACHINE LEARNING<\/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<h2 class=\"wp-block-heading has-text-align-center\" id=\"h-easy-integration\">In-Depth Feature Breakdown: Comet vs Weights &amp; Biases<\/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)\">Explore why data scientists and Machine Learning teams are choosing Comet over Weights &amp; Biases.<\/p>\n\n\n\n<figure class=\"wp-block-table alignwide feature-table is-style-stripes\"><table class=\"has-background-color has-text-color has-link-color has-fixed-layout\"><thead><tr><th class=\"has-text-align-center\" data-align=\"center\">Feature<\/th><th><img loading=\"lazy\" decoding=\"async\" width=\"140\" height=\"55\" class=\"wp-image-17520\" style=\"width: 140px;\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/08\/comet-logo-grey.svg\" alt=\"Comet logo\"><\/th><th><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"39\" class=\"wp-image-17521\" style=\"width: 150px;\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/08\/wandb-logo-grey.svg\" alt=\"Weights &amp; Biases logo\"><\/th><th class=\"has-text-align-center\" data-align=\"center\">Category<\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\">Custom Visualizations<\/td><td><img loading=\"lazy\" decoding=\"async\" width=\"24\" height=\"25\" class=\"wp-image-17522\" style=\"width: 24px;\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Build custom visualizations with Python and Javascript<\/td><td><img loading=\"lazy\" decoding=\"async\" width=\"24\" height=\"25\" class=\"wp-image-17519\" style=\"width: 24px;\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/08\/x-in-circle.svg\" alt=\"cross\">Limited customization with Vega<\/td><td class=\"has-text-align-center\" data-align=\"center\">Experiment Tracking<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Experiment Run Diffing<\/td><td><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Diff Training Runs side-by side to find out why training runs are performing differently<\/td><td><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/08\/x-in-circle.svg\" alt=\"cross\">No Diffing mode<\/td><td class=\"has-text-align-center\" data-align=\"center\">Experiment Tracking<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Robust Auto-Logging<\/td><td><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Seamless integrations with popular ML frameworks and platforms<\/td><td><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/08\/x-in-circle.svg\" alt=\"cross\">Requires manual code to log data to platform<\/td><td class=\"has-text-align-center\" data-align=\"center\">Experiment Tracking<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">OR Run Filtering<\/td><td><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Filter training runs that meet specific conditions<\/td><td><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/08\/x-in-circle.svg\" alt=\"cross\">Only support AND filtering<\/td><td class=\"has-text-align-center\" data-align=\"center\">Experiment Tracking<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Multiple Dashboards<\/td><td><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Ability to generate multiple views for a project for different stakeholders<\/td><td><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/08\/x-in-circle.svg\" alt=\"cross\">Only one dashboard per project<\/td><td class=\"has-text-align-center\" data-align=\"center\">Experiment Tracking<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Model Auditing<\/td><td><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Create formal approval processes for model promotion<\/td><td><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/08\/x-in-circle.svg\" alt=\"cross\">Limited governance capabilities<\/td><td class=\"has-text-align-center\" data-align=\"center\">Model Registry<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Data Drift Detection<\/td><td><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Automatic data drift detection in production on features and output<\/td><td><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/08\/x-in-circle.svg\" alt=\"cross\">No production monitoring<\/td><td class=\"has-text-align-center\" data-align=\"center\">Model Monitoring<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Model Fairness Monitoring<\/td><td><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Uncover model bias across different data segments<\/td><td><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/08\/x-in-circle.svg\" alt=\"cross\">No production monitoring<\/td><td class=\"has-text-align-center\" data-align=\"center\">Model Monitoring<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Alerts for Model Performance Degradation<\/td><td><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/08\/check-in-circle.svg\" alt=\"checkmark\">Instant alerting when model performance starts to deteriorate<\/td><td><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/08\/x-in-circle.svg\" alt=\"cross\">No production monitoring<\/td><td class=\"has-text-align-center\" data-align=\"center\">Model Monitoring<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<div class=\"wp-block-group alignwide is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--160);margin-bottom:var(--wp--preset--spacing--160)\">\n<h2 class=\"wp-block-heading has-text-align-center has-background-color has-text-color has-link-color wp-elements-90785ad203109a22fd460be46f1892ef\">Monitor and manage models, from small teams to massive scale<\/h2>\n\n\n\n<div class=\"wp-block-wpcomsp-tabs alignwide wp-block-wpcomsp-tabs--buttons\"><div role=\"tablist\" class=\"wp-block-wpcomsp-tabs__tablist\"><button id=\"tab-ffec17bd-1\" type=\"button\" role=\"tab\" aria-selected=\"false\" aria-controls=\"tabpanel-ffec17bd-1\" class=\"wp-block-wpcomsp-tabs__tab\"><span>Easy Integration<\/span><\/button><button id=\"tab-ffec17bd-2\" type=\"button\" role=\"tab\" aria-selected=\"false\" aria-controls=\"tabpanel-ffec17bd-2\" tabindex=\"-1\" class=\"wp-block-wpcomsp-tabs__tab\"><span>Real-Time Tracking<\/span><\/button><button id=\"tab-ffec17bd-3\" type=\"button\" role=\"tab\" aria-selected=\"false\" aria-controls=\"tabpanel-ffec17bd-3\" tabindex=\"-1\" class=\"wp-block-wpcomsp-tabs__tab\"><span>Custom Visualizations<\/span><\/button><button id=\"tab-ffec17bd-4\" type=\"button\" role=\"tab\" aria-selected=\"false\" aria-controls=\"tabpanel-ffec17bd-4\" tabindex=\"-1\" class=\"wp-block-wpcomsp-tabs__tab\"><span>Dataset Versioning<\/span><\/button><button id=\"tab-ffec17bd-5\" type=\"button\" role=\"tab\" aria-selected=\"false\" aria-controls=\"tabpanel-ffec17bd-5\" tabindex=\"-1\" class=\"wp-block-wpcomsp-tabs__tab\"><span>Model Registry<\/span><\/button><button id=\"tab-ffec17bd-6\" type=\"button\" role=\"tab\" aria-selected=\"false\" aria-controls=\"tabpanel-ffec17bd-6\" tabindex=\"-1\" class=\"wp-block-wpcomsp-tabs__tab\"><span>Production Monitoring<\/span><\/button><button id=\"tab-ffec17bd-7\" type=\"button\" role=\"tab\" aria-selected=\"false\" aria-controls=\"tabpanel-ffec17bd-7\" tabindex=\"-1\" class=\"wp-block-wpcomsp-tabs__tab\"><span>Opik LLM Evals<\/span><\/button><\/div>\n<div id=\"tabpanel-ffec17bd-1\" role=\"tabpanel\" aria-labelledby=\"tab-ffec17bd-1\" class=\"wp-block-wpcomsp-tab\">\n<div class=\"wp-block-columns has-secondary-color has-text-color has-link-color wp-elements-f87ab77387eb1be5463175d6ad1fb841 is-layout-flex wp-container-core-columns-is-layout-cbe57604 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color wp-elements-9a100ebb686fa4a3d4ef96930a7eb1d0\">Easy to integrate with any training environment<\/h3>\n\n\n\n<p>Add two lines of code to your notebook or script and automatically start tracking code, hyperparameters, metrics, and more, so you can compare and reproduce training runs.<\/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 rel=\"\" target=\"\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.comet.com\/site\/products\/ml-experiment-tracking\/\">Experiment Management<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<div class=\"wp-block-group has-custom-dark-background-gradient-background has-background is-layout-constrained wp-container-core-group-is-layout-52009084 wp-block-group-is-layout-constrained\" style=\"border-radius:12px;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<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/01-easy-to-integrate-1024x683.png\" alt=\"\" class=\"wp-image-16338\" style=\"border-radius:6px;box-shadow:var(--wp--preset--shadow--deep)\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/01-easy-to-integrate-1024x683.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/01-easy-to-integrate-300x200.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/01-easy-to-integrate-768x512.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/01-easy-to-integrate.png 1355w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"tabpanel-ffec17bd-2\" role=\"tabpanel\" aria-labelledby=\"tab-ffec17bd-2\" hidden class=\"wp-block-wpcomsp-tab\">\n<div class=\"wp-block-columns has-secondary-color has-text-color has-link-color wp-elements-f87ab77387eb1be5463175d6ad1fb841 is-layout-flex wp-container-core-columns-is-layout-cbe57604 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color wp-elements-9a100ebb686fa4a3d4ef96930a7eb1d0\">Track and share training run results in real time<\/h3>\n\n\n\n<p>Comet\u2019s ML platform gives you visibility into training runs and models so you can iterate faster.<\/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 rel=\"\" target=\"\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.comet.com\/site\/products\/ml-experiment-tracking\/\">Experiment Management<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<div class=\"wp-block-group has-custom-dark-background-gradient-background has-background is-layout-constrained wp-container-core-group-is-layout-52009084 wp-block-group-is-layout-constrained\" style=\"border-radius:12px;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<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/02-track-and-share-1024x683.png\" alt=\"\" class=\"wp-image-16341\" style=\"border-radius:6px;box-shadow:var(--wp--preset--shadow--deep)\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/02-track-and-share-1024x683.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/02-track-and-share-300x200.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/02-track-and-share-768x513.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/02-track-and-share.png 1332w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"tabpanel-ffec17bd-3\" role=\"tabpanel\" aria-labelledby=\"tab-ffec17bd-3\" hidden class=\"wp-block-wpcomsp-tab\">\n<div class=\"wp-block-columns has-secondary-color has-text-color has-link-color wp-elements-f87ab77387eb1be5463175d6ad1fb841 is-layout-flex wp-container-core-columns-is-layout-cbe57604 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color wp-elements-9a100ebb686fa4a3d4ef96930a7eb1d0\">Build your own tailored, interactive visualizations<\/h3>\n\n\n\n<p>In addition to the 30+ built-in visualizations Comet provides, you can code your own visualizations using Plotly and Matplotlib.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<div class=\"wp-block-group has-custom-dark-background-gradient-background has-background is-layout-constrained wp-container-core-group-is-layout-52009084 wp-block-group-is-layout-constrained\" style=\"border-radius:12px;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<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/03-build-your-own-1024x683.png\" alt=\"\" class=\"wp-image-16343\" style=\"border-radius:6px;box-shadow:var(--wp--preset--shadow--deep)\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/03-build-your-own-1024x683.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/03-build-your-own-300x200.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/03-build-your-own-768x512.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/03-build-your-own.png 1304w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"tabpanel-ffec17bd-4\" role=\"tabpanel\" aria-labelledby=\"tab-ffec17bd-4\" hidden class=\"wp-block-wpcomsp-tab\">\n<div class=\"wp-block-columns has-secondary-color has-text-color has-link-color wp-elements-f87ab77387eb1be5463175d6ad1fb841 is-layout-flex wp-container-core-columns-is-layout-cbe57604 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color wp-elements-9a100ebb686fa4a3d4ef96930a7eb1d0\">Track and version datasets and artifacts<\/h3>\n\n\n\n<p>Knowing what data was used to train a model is a key part of the MLOps lifecycle. Comet Artifacts allows you to track data by uploading directly to Comet\u2019s machine learning platform or by storing a reference to it.<\/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 rel=\"\" target=\"\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.comet.com\/site\/products\/artifacts-dataset-management\/\">Comet Artifacts<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<div class=\"wp-block-group has-custom-dark-background-gradient-background has-background is-layout-constrained wp-container-core-group-is-layout-52009084 wp-block-group-is-layout-constrained\" style=\"border-radius:12px;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<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/04-track-and-version-1024x683.png\" alt=\"\" class=\"wp-image-16344\" style=\"border-radius:6px;box-shadow:var(--wp--preset--shadow--deep)\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/04-track-and-version-1024x683.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/04-track-and-version-300x200.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/04-track-and-version-768x512.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/04-track-and-version.png 1328w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"tabpanel-ffec17bd-5\" role=\"tabpanel\" aria-labelledby=\"tab-ffec17bd-5\" hidden class=\"wp-block-wpcomsp-tab\">\n<div class=\"wp-block-columns has-secondary-color has-text-color has-link-color wp-elements-f87ab77387eb1be5463175d6ad1fb841 is-layout-flex wp-container-core-columns-is-layout-cbe57604 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color wp-elements-9a100ebb686fa4a3d4ef96930a7eb1d0\">Manage your models and trigger deployments<\/h3>\n\n\n\n<p>Comet Model Registry allows you to keep track of your models ready for deployment. Thanks to the tight integration with Comet Experiment Management, you will have full lineage from training to production.<\/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 rel=\"\" target=\"\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.comet.com\/site\/products\/machine-learning-model-versioning\/\">Comet Model Registry<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<div class=\"wp-block-group has-custom-dark-background-gradient-background has-background is-layout-constrained wp-container-core-group-is-layout-52009084 wp-block-group-is-layout-constrained\" style=\"border-radius:12px;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<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/05-manage-your-models-1024x683.png\" alt=\"\" class=\"wp-image-16345\" style=\"border-radius:6px;box-shadow:var(--wp--preset--shadow--deep)\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/05-manage-your-models-1024x683.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/05-manage-your-models-300x200.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/05-manage-your-models-768x512.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/05-manage-your-models.png 1304w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"tabpanel-ffec17bd-6\" role=\"tabpanel\" aria-labelledby=\"tab-ffec17bd-6\" hidden class=\"wp-block-wpcomsp-tab\">\n<div class=\"wp-block-columns has-secondary-color has-text-color has-link-color wp-elements-f87ab77387eb1be5463175d6ad1fb841 is-layout-flex wp-container-core-columns-is-layout-cbe57604 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color wp-elements-9a100ebb686fa4a3d4ef96930a7eb1d0\">Monitor your models in production<\/h3>\n\n\n\n<p>The performance of models deployed to production degrade over time, either due to drift or data quality. Use Comet\u2019s machine learning platform to identify drift and track accuracy metrics using baselines automatically pulled from training runs.<\/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 rel=\"\" target=\"\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.comet.com\/site\/products\/model-production-monitoring\/\">Comet Model Production Monitoring<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<div class=\"wp-block-group has-custom-dark-background-gradient-background has-background is-layout-constrained wp-container-core-group-is-layout-52009084 wp-block-group-is-layout-constrained\" style=\"border-radius:12px;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<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/06-monitor-your-models-1024x683.png\" alt=\"\" class=\"wp-image-16347\" style=\"border-radius:6px;box-shadow:var(--wp--preset--shadow--deep)\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/06-monitor-your-models-1024x683.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/06-monitor-your-models-300x200.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/06-monitor-your-models-768x512.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/06-monitor-your-models.png 1352w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"tabpanel-ffec17bd-7\" role=\"tabpanel\" aria-labelledby=\"tab-ffec17bd-7\" hidden class=\"wp-block-wpcomsp-tab\">\n<div class=\"wp-block-columns has-secondary-color has-text-color has-link-color wp-elements-f87ab77387eb1be5463175d6ad1fb841 is-layout-flex wp-container-core-columns-is-layout-cbe57604 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color wp-elements-9a100ebb686fa4a3d4ef96930a7eb1d0\">Evaluate and optimize LLM apps and agents<\/h3>\n\n\n\n<p>Track, score, and unit test LLM applications and complex agentic systems, with <a href=\"\/blog\/automated-prompt-engineering\/\">automated prompt engineering<\/a>, guardrails, LLM-as-a-judge metrics, simple cross-functional collaboration, 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 rel=\"\" target=\"\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.comet.com\/site\/products\/opik\/\">Open-Source LLM Evaluation<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<div class=\"wp-block-group has-custom-dark-background-gradient-background has-background is-layout-constrained wp-container-core-group-is-layout-52009084 wp-block-group-is-layout-constrained\" style=\"border-radius:12px;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<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"564\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/LLM_SC-1500x826-1-1024x564.png\" alt=\"\" class=\"wp-image-16349\" style=\"border-radius:6px;box-shadow:var(--wp--preset--shadow--deep)\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/LLM_SC-1500x826-1-1024x564.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/LLM_SC-1500x826-1-300x165.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/LLM_SC-1500x826-1-768x423.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/LLM_SC-1500x826-1.png 1304w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\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=\"margin-top:var(--wp--preset--spacing--160);margin-bottom:var(--wp--preset--spacing--160)\">\n<h2 class=\"wp-block-heading has-text-align-center has-background-color has-text-color has-link-color wp-elements-b4b5e2ccca17aa7695fefaaec6a7d817\">Frequently Asked Questions<\/h2>\n\n\n\n<div class=\"wp-block-group has-border-color has-custom-decorative-border-dark-border-color has-custom-alt-background-dark-background-color has-background is-layout-constrained wp-container-core-group-is-layout-52009084 wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:8px;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-comet-accordion-accordion comet-accordion\">\n<details class=\"wp-block-comet-accordion-item comet-accordion__item\"><summary class=\"comet-accordion__item-summary\"><span>All my data is currently <strong>stored<\/strong> in Weights &amp; Biases, is it easy to migrate that data to Comet?<\/span><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>Yes, we have helped many current Comet customers migrate all their data in Weights and Biases to the Comet platform and have scripts to help streamline the process.<\/p>\n<\/div><\/details>\n\n\n\n<details class=\"wp-block-comet-accordion-item comet-accordion__item\"><summary class=\"comet-accordion__item-summary\"><span>Does Comet have a community for support if I have questions?<\/span><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>Yes, we are well known for our world class support as we work with the ML teams at companies like Uber, Netflix, and Etsy. We also have a community Slack channel you can join to ask questions directly.<\/p>\n<\/div><\/details>\n\n\n\n<details class=\"wp-block-comet-accordion-item comet-accordion__item\"><summary class=\"comet-accordion__item-summary\"><span>Is Comet compliant with enterprise security requirements?<\/span><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>Yes, we are SOC 2 Type 2 Compliant and ISO 27001 Certified. We have a wealth of experience working with financial institutions, such as Affirm and NatWest, that have rigorous security requirements.<\/p>\n<\/div><\/details>\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 for free.<\/h2>\n\n\n\n<p class=\"has-text-align-center has-body-m-font-size\">No credit card required, try Comet with no risk and no commitment.<\/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=\"https:\/\/www.comet.com\/site\/about-us\/contact-us\/\">Book a Demo<\/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>Trusted by the most innovative ML teams Feature Category Custom Visualizations Build custom visualizations with Python and Javascript Limited customization with Vega Experiment Tracking Experiment Run Diffing Diff Training Runs side-by side to find out why training runs are performing differently No Diffing mode Experiment Tracking Robust Auto-Logging Seamless integrations with popular ML frameworks and [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"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":[233],"class_list":["post-8756","page","type-page","status-publish","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>Weights &amp; 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