Tag
evals
Tools in this catalog tagged evals. Honest Catch, not a roundup.
3 tools · the Catch, not a ranking
- BraintrustEval-first LLM platform that blocks bad prompts in CI
Eval-first means observability is secondary—if your primary loop is debugging traces, look elsewhere. Learning curve to build eval datasets that actually represent production.
- PromptfooMIT LLM evals & red-teaming CLI; Community free, 10k probes/mo
Vs DeepEval/Braintrust: YAML/CLI-first, not pytest-native Python or Braintrust SaaS. LOUD: Community caps red-team probes (~10k/mo); Enterprise/On-Prem are contact-sales (SSO, dashboards, dedicated runner). LLM API costs are yours. Acquisition governance is a multi-year bet.
- DeepEvalApache-2.0 pytest-style LLM/agent evals; Confident AI is the paid cloud
OSS is the runner — collaboration/dashboards/monitoring are Confident AI (Free: 2 seats/1 project/5 runs/wk; Starter $200/mo; Team $2k/mo). LLM-as-judge burns provider tokens. Vs Ragas: broader agent/chat coverage, not RAG-only.