Comet provides an end-to-end model evaluation platform for AI developers, with best in class LLM evaluations, experiment tracking, and production monitoring.
Found mention of it in an AI Tech Stack article and although I don't have first hand knowledge, it looks like it's being used at companies like Zappos, Uber, and Hugging Face.
Key Features
Debug and evaluate your LLM applications with Opik: Automatically track all your prompt engineering work. Run automated evaluations on your LLM responses to optimize your applications before and after they hit production.
Monitor ML model performance in production with Comet MPM: Track data drift on your input and output features after your model is deployed to production. Set customized alerts to capture model performance degradation in real time.
Store and manage your models with Model Registry: Create a centralized repository of all your model versions with immediate access to how they were trained. Promote models to downstream production systems with webhooks.
Create and version datasets with Artifacts: Know which exact dataset version a model was trained on for auditing and governance purposes. Leverage remote pointers to reference data already stored in the cloud.
Checklist
[X] Verified the tool is actively maintained
[X] Checked that the tool isn't already in the database
Name
Comet
Description
Comet provides an end-to-end model evaluation platform for AI developers, with best in class LLM evaluations, experiment tracking, and production monitoring.
Link
https://www.comet.com/
Layer
Model
Components
Experiment Tracking, Model Registry, Monitoring
License
Proprietary
Current Usage
Found mention of it in an AI Tech Stack article and although I don't have first hand knowledge, it looks like it's being used at companies like Zappos, Uber, and Hugging Face.
Key Features
Checklist
Notes
No response