{"id":1516,"date":"2022-06-20T07:49:51","date_gmt":"2022-06-20T15:49:51","guid":{"rendered":"https:\/\/live-cometml.pantheonsite.io\/?page_id=1516"},"modified":"2025-09-23T22:30:30","modified_gmt":"2025-09-23T22:30:30","slug":"model-production-monitoring","status":"publish","type":"page","link":"https:\/\/www.comet.com\/site\/products\/model-production-monitoring\/","title":{"rendered":"Model Production Monitoring"},"content":{"rendered":"\n
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Model Production Monitoring<\/strong><\/p>\n\n\n\n

The Complete ML Lifecycle<\/h1>\n\n\n\n

Get purpose-built model monitoring that allows you to track and visualize model performance at any scale. Build your way\u2014using any infrastructure and serving tools. Use other Comet features to manage the complete ML lifecycle in one platform.<\/p>\n\n\n\n

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Learn More<\/a><\/div>\n\n\n\n
Try Comet Free<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n
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Enterprise-Grade ML Platform to Tie Training Runs to Model Monitoring<\/h2>\n\n\n\n

Comet MPM tracks the performance of models in production by tracking data drift and accuracy or error metrics when available. You can report on data collected in training as a benchmark for metrics tracked in production, so you can report on these metrics more quickly and accurately than you can using separate tools.<\/p>\n\n\n\n

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Monitor and Detect Drift<\/h3>\n<\/div>\n\n\n\n

Discover and address issues immediately to reduce end-user impact.<\/p>\n<\/div>\n<\/div>\n\n\n\n

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Observability for the Complete ML Lifecycle<\/h3>\n<\/div>\n\n\n\n

Train and retrain models with the help of robust production datasets.<\/p>\n<\/div>\n<\/div>\n\n\n\n

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On-Prem, VPC, and Multi-Cloud<\/h3>\n<\/div>\n\n\n\n

Seamlessly meet your hosting, deployment, and compliance needs.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n

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Monitor Models in Production<\/h2>\n\n\n\n
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Go Beyond Accuracy Metrics<\/h3>\n\n\n\n

For most models in production, ground truth labels are not available, and as such accuracy metrics cannot be computed. Comet provides model monitoring even if the ground truth labels are not available by tracking data drift.<\/p>\n<\/div>\n\n\n\n

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Define Custom Performance Metrics<\/h3>\n\n\n\n

Not all model performance can be evaluated using a set of standardized metrics like accuracy or RMSE. Comet MPM allows you to define custom metric transformations and custom metrics to ensure your models are always tracked the way you want them to be.<\/p>\n<\/div>\n\n\n\n

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Receive Real-Time Alerts<\/h3>\n\n\n\n

Alerts are a key part of any monitoring system. MPM allows alerts as soon as an issue occurs in production by defining alerting rules on all metrics tracked by MPM.<\/p>\n<\/div>\n\n\n\n

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Looking to deploy Comet on-prem?<\/h2>\n\n\n\n

<\/p>\n\n\n\n

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Create Free Account<\/a><\/div>\n\n\n\n
Contact Sales<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

Monitor Models in Production<\/p>\n","protected":false},"author":20,"featured_media":0,"parent":536,"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":[108],"class_list":["post-1516","page","type-page","status-publish","hentry"],"yoast_head":"\nModel Production Monitoring - Comet<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"http:\/\/www.comet.com\/site\/products\/model-production-monitoring\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Model Production Monitoring\" \/>\n<meta property=\"og:description\" content=\"Monitor Models in Production\" \/>\n<meta property=\"og:url\" content=\"http:\/\/www.comet.com\/site\/products\/model-production-monitoring\/\" \/>\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=\"2025-09-23T22:30:30+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=\"1 minute\" \/>\n\t<meta name=\"twitter:label2\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data2\" content=\"Sharmila Chockalingam\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Model Production Monitoring - 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