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Opinionated picks for agents
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Galileo vs Braintrust

Agent-native side-by-side. Scores are curated estimates on a 0–10 scale. Lock-in: higher = worse. Prefer JTBD picks via /api/decide when choosing for a job.

DimensionGalileoBraintrust
Overall7.58.2
Capability fit8.49.2
Price / performance6.27.5
Latency / reliability8.08.6
Developer & agent DX7.88.8
Privacy / data retention8.08.0
Lock-in risk (higher = worse)6.05.0
Maturity / track record7.88.2
PricingAs of 2026-09-14 (galileo.ai/pricing live): Free **$0/mo** — 5,000 traces/mo, unlimited users/custom evals. Pro **$100/mo** (annual; scales with traces) — 50,000 traces/mo, standard RBAC, advanced analytics, Slack suppor…Eval-first platform; data-based pricing with unlimited seats on many plans; strong CI eval story.
TaglinePick for production hallucination measurement + guardrails. Braintrust/Promptfoo for lighter eval loops.Depot pick when evals are the product quality gate. Pair with Helicone/Langfuse for cheap request logs if…

Galileo

Pick for production hallucination measurement + guardrails. Braintrust/Promptfoo for lighter eval loops. Strengths: Strong eval metrics research; Guardrails loop; Generous free traces.

Strengths

  • Strong eval metrics research
  • Guardrails loop
  • Generous free traces

Weaknesses

  • Enterprise features sales-gated
  • Hard to size ROI without sales
  • Heavier than Promptfoo
GET /api/providers/galileo

Braintrust

Depot pick when evals are the product quality gate. Pair with Helicone/Langfuse for cheap request logs if needed. Strengths: Best-in-class eval workflows; Great for prompt/agent regression gates; Generous seat model.

Strengths

  • Best-in-class eval workflows
  • Great for prompt/agent regression gates
  • Generous seat model

Weaknesses

  • Broader tracing competitors exist
  • Price entry higher than hobby tools
  • Learning curve for eval design
GET /api/providers/braintrust

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