Promptfoo vs Braintrust

Detailed side-by-side comparison to help you choose the right tool

Promptfoo

🔴Developer

AI Evaluation

Open-source CLI and library for testing, evaluating, and red-teaming LLM prompts, models, and RAG pipelines — runs locally on your machine or in CI.

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Starting Price

Free

Braintrust

🔴Developer

LLM Observability

AI observability platform for evals, production tracing, prompt management, and regression detection.

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Starting Price

Free

Feature Comparison

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FeaturePromptfooBraintrust
CategoryAI EvaluationLLM Observability
Pricing Plans8 tiers340 tiers
Starting PriceFreeFree
Key Features
    • Workflow Runtime
    • Tool and API Connectivity
    • State and Context Handling

    Promptfoo - Pros & Cons

    Pros

    • Truly local — prompts and datasets never leave your machine
    • MIT licensed core means no vendor lock-in or runtime cost
    • Red-team mode generates real OWASP-aligned attack suites automatically
    • Excellent provider coverage including Bedrock, Vertex, and self-hosted models
    • Config-as-code fits cleanly into existing CI/CD pipelines

    Cons

    • YAML configs get unwieldy for very large eval suites without discipline
    • LLM-as-judge assertions can be flaky without careful grader prompts
    • Cloud tier pricing is not transparent on the public site
    • Web UI is meant for local inspection, not multi-user dashboards

    Braintrust - Pros & Cons

    Pros

    • Evals, tracing, and prompt playground in a single shared workbench
    • Playground pulls real production traces in for side-by-side comparison
    • Regression detection across model swaps is a first-class workflow
    • Native integrations with the major SDKs (OpenAI, Anthropic, LangChain, Vercel AI)
    • MCP support makes tool traces structured spans rather than blobs

    Cons

    • Jump from Free to $249/mo Pro is steep with limited middle tier
    • LLM-as-judge scorers require careful rubric design to be reliable
    • Opinionated workflow — friction if your team prefers fully custom pipelines
    • Self-host only on Enterprise

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    🔒 Security & Compliance Comparison

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    Security FeaturePromptfooBraintrust
    SOC2✅ Yes
    GDPR✅ Yes
    HIPAA✅ Yes
    SSO✅ Yes
    Self-Hosted❌ No
    On-Prem❌ No
    RBAC✅ Yes
    Audit Log
    Open Source❌ No
    API Key Auth✅ Yes
    Encryption at Rest
    Encryption in Transit
    Data Residency
    Data Retentionconfigurable
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