Confident AI provides evaluation, observability, red-teaming, and governance tools for testing and monitoring AI systems.
Comet
Comet's Opik platform provides AI observability, agent testing, evaluation, and monitoring for developers.
About Comet
Comet provides Opik, a platform for logging LLM traces, testing agents and monitoring production use. It records steps such as context retrieval, tool selection, prompts and user feedback, offers diagnostics that group recurring issues, an agent called Ollie that suggests fixes, and test suites with LLM-as-a-judge metrics for validation. It also includes production dashboards with alerts and cost tracking, and Comet Experiment Management for tracking model training runs with versioning and dataset management.
Listed deployment options include self-hosting the OSS version, using Opik in the cloud, or custom deployment.
Key features
- Log LLM traces across retrieval, tool selection and prompts
- Detect and group recurring trace errors with root-cause suggestions
- Recommend fixes for trace issues via Ollie agent
- Score trace sets with test suites and LLM-as-a-judge metrics
- Monitor production agents with dashboards, alerts and cost tracking
- Track model training runs with versioning and dataset management
Best for: Developers building and operating LLM agents who need tracing, testing and production monitoring.
Good for
- Offers 60+ integrations for instrumenting trace logging
- Lists self-host, cloud and custom deployment options
- Includes agent evaluation and model training run tracking
Comet at a glance
- Website
- comet.com
- Type
- Online tool
- Pricing
- Not confirmed. Check the site
- Platforms
- Web
- Open source
- Not stated
- Language
- English
- Good for
- Developers
- Last checked
- Oct 5, 2026 · Online when checked
- Listed
- Oct 5, 2026
Comet alternatives
Tools and sites you could use instead, ranked by how closely they match.
Deepchecks evaluates and monitors AI agents using testing, tracing, dataset scoring, and production observability tools.
PromptLayer supports prompt versioning, LLM evaluations, and production monitoring with traces, logs, and regression sets.
TensorZero builds open-source tools for production-grade LLM applications: LLM gateway, observability, optimization, evaluations, and experimentation.
Respan unifies LLM observability, evals, prompt optimization, and an AI gateway so teams can ship reliable AI applications.
Bifrost by Maxim AI is an open-source AI gateway for LLMs, MCP and agents with routing, governance, guardrails and observability, supporting 8+ providers and 1000+ models via a drop-in SDK replacement.
FreemiumOpen source
24 alternativesPopular in AI Infrastructure & MLOps
Well-known listings from the same topic.
Guild AIguild.aiFlow AIflow-ai.comsystemprompt.iosystemprompt.ioCoreWeavecoreweave.comKili Technologykili-technology.comAPI docsdocs.x.ai
Comet FAQ
Can Opik be self-hosted?
Yes, the site lists self-hosting the OSS version, using Opik in the cloud, or custom deployment options.
How is tracing added to a project?
By adding a few lines of code, using one of 60+ integrations or the MCP server.
What does production monitoring include?
Production dashboards, alerts, governance support and model cost tracking.
Is something wrong or out of date?
Tell us and an editor will check it.
Own this website?
Claim this listing
Claim the listing and suggest updates yourself. An editor checks every claim first.