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www.comet.com

New York, NY, United States

Comet ML, Inc. provides an end-to-end AI development platform to manage the ML lifecycle from experimentation to production for teams of all sizes.

Comet ML, Inc. provides an end-to-end AI development platform that helps data scientists, engineers, and teams manage the full ML and LLM lifecycle—from experimentation and evaluation to deployment and production observability. The company serves organizations of all sizes, from academic teams and startups to enterprises, delivering capabilities for model evaluation, experiment tracking, and production monitoring within a collaborative, remote-first environment. Comet aims to reduce friction in AI development by enabling teams to measure quality, compare experiments, govern models, and monitor performance across environments.

Mission statement

Our mission is to empower practitioners and teams to achieve business value with AI.

Products & Services

Opik LLM Evaluation and GenAI Platform Platform

Achieve advanced LLM evaluation and optimize GenAI agents with comprehensive observability and automation features.

www.comet.com/site/products/opik 7 features

✓ Agent optimization — Enhance Performance And Efficiency
✓ Evaluation metrics — Compute Evaluation Metrics
✓ Observability — Achieve Full Observability
✓ Production Monitoring — Ensure Reliability with Monitoring
✓ Lifecycle observability — Achieve Comprehensive Lifecycle Observability
✓ Guardrails — Ensure Safety with Guardrails
✓ Integrations — Seamless Framework Integration

MLOps Platform Platform

Streamline your AI development with comprehensive ML lifecycle management.

www.comet.com/site/products/ml-experiment-tracking 4 features

✓ Experiment Tracking — Track All Experiments Effortlessly
✓ CI/CD Integration — Integrates Seamlessly With CI/CD
✓ Model Registry — Centralized Model Storage
✓ Custom Metric Definitions — Define Your Evaluation Criteria

ML Model Registry and ML Artifacts Product

Streamline model and dataset management from development to production.

www.comet.com/site/products/artifacts-dataset-management 4 features

✓ Model Lineage — Enhances Reproducibility
✓ Dataset versioning — Version Control for Datasets
✓ Deployment Readiness — Ensures Smooth Transitions
✓ Team Sharing — Promotes Collaboration

ML Model Production Monitoring Product

Ensure model reliability with comprehensive production monitoring and alerts.

www.comet.com/site/products/model-production-monitoring 3 features

✓ Custom metrics — Track Performance With Custom Metrics
✓ Data drift detection — Monitor Data Drift Effectively
✓ Real-time alerts — Get Instant Alerts for Issues

Market Segments

Model operations (MLOps)

Capabilities that manage the end-to-end ML lifecycle including experiment tracking, CI/CD integration, model versioning, deployment readiness, and workflow automation to operationalize models.

Model monitoring and observability

Capabilities for production monitoring of ML models including data drift detection, custom metrics, real-time alerts, execution tracing, and lifecycle observability to maintain model reliability in production.

Model registry and governance

Centralized model and artifact cataloguing, dataset versioning, lineage tracking, deployment readiness indicators, and collaboration features to support reproducibility, model governance, and auditability.

Experiment tracking and reproducibility

Capabilities to automatically track experiments, compare runs, define custom evaluation metrics, and reproduce results across teams to accelerate model development and validation.

LLM evaluation and safety

Evaluation, testing, and optimization for large language models and generative AI, including metric definition and scoring, agent optimization, guardrails for safety and PII redaction, integrations with AI frameworks, and automated evaluation workflows.

Related Organizations

Common Questions

What does Comet ML, Inc. do?: Comet ML, Inc. provides an end-to-end AI development platform that helps data scientists, engineers, and teams manage the full ML and LLM lifecycle—from experimentation and evaluation to deployment and production observability. The company serves organizations of all sizes, from academic teams and startups to enterprises, delivering capabilities for model evaluation, experiment tracking, and production monitoring within a collaborative, remote-first environment. Comet aims to reduce friction in AI development by enabling teams to measure quality, compare experiments, govern models, and monitor performance across environments.
What is Comet ML, Inc.'s role in the Model operations (MLOps) market?: Capabilities that manage the end-to-end ML lifecycle including experiment tracking, CI/CD integration, model versioning, deployment readiness, and workflow automation to operationalize models.
What is Comet ML, Inc.'s role in the Model monitoring and observability market?: Capabilities for production monitoring of ML models including data drift detection, custom metrics, real-time alerts, execution tracing, and lifecycle observability to maintain model reliability in production.