Promptfoo
AI NativeFind and fix vulnerabilities in LLMs, RAG systems, and AI agents before they reach production.
Published Oct 15, 2026
| Starting Price | Open-source offering with optional enterprise/commercial options. | OSS available; hosted pricing varies. | Paid tiers with publicly listed plans that vary by feature. |
| Primary use case | CI-driven LLM evaluations and security/red-teaming; tests-as-code workflows. | Production observability/tracing, monitoring, and prompt management. | Tracing and debugging within the LangChain ecosystem; datasets and evals. |
| Key capability | YAML/config-driven evaluations, red-teaming plugins, local-first/self-hosted execution. | Detailed traces and monitoring for production systems; prompt/version management. | Integrated tracing and evaluation tools for LangChain-based applications. |
| Key limitation | Less centralized experiment tracking and non-engineer-friendly UIs unless enterprise/cloud options are adopted. | May require more extensive instrumentation and is oriented toward production monitoring. | Most beneficial within LangChain ecosystems and may feel heavyweight outside of that context. |
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