AIAI Governance StackFree kit

Promptfoo vs Patronus AI

Both compete in Red-Teaming & AI Security. Promptfoo positions itself as “Open-source tool for evaluating and red-teaming LLM apps, agents, and RAG systems”, while Patronus AIleads with “Automated evaluation, guardrails, and judges for LLM and agent reliability”. The table below compares what each publishes.

Where Promptfoo pulls ahead

Developer teams wanting free, open-source, CI/CD-integrated evaluation and red teaming of LLM apps

Where Patronus AI pulls ahead

Publishes support for NIST AI RMF, which Promptfoo does not. ML and product teams that need automated, research-grade evaluation plus guardrails to ship reliable LLM apps

PositioningOpen-source tool for evaluating and red-teaming LLM apps, agents, and RAG systemsAutomated evaluation, guardrails, and judges for LLM and agent reliability
CategoryRed-Teaming & AI SecurityRed-Teaming & AI Security
FrameworksNone publishedNIST AI RMF
DeploymentOpen-source, SaaS, APISaaS, API
Built forData Science / ML, SecurityData Science / ML, Risk, Compliance
Founded20232023
HeadquartersUSASan Francisco, California, USA
OwnershipAcquired by OpenAI (2026); previously VC-backedIndependent, venture-backed
Funding~$23.4M raised prior to acquisition; $5M seed (a16z, 2024) and $18.4M Series A led by Insight Partners (2025)$17M Series A (2024) led by Notable Capital, with Lightspeed and Datadog (~$20M total); subsequent Series B reported
PricingOpen-source (MIT license), free; paid enterprise platformCommercial SaaS / usage-based; some open evaluators and models available
Key capabilities
  • LLM evaluation and benchmarking
  • Automated red teaming and vulnerability scanning
  • Declarative test configs
  • Prompt and model comparison
  • CI/CD integration
  • Local/self-hosted execution
  • Automated LLM evaluation and benchmarking
  • Adversarial test-case generation
  • Lynx hallucination detection and judge models
  • Percival agent debugging
  • Runtime guardrails
  • PII, safety and compliance checks
IntegrationsOpenAI, Anthropic, Google Gemini, DeepSeek, CI/CD pipelines, GitHubOpenAI, Anthropic, Bifrost gateway, Common ML/LLM stacks via API
Notable customersOpenAI, Anthropic, Fortune 500 enterprisesNone published
Best forDeveloper teams wanting free, open-source, CI/CD-integrated evaluation and red teaming of LLM appsML and product teams that need automated, research-grade evaluation plus guardrails to ship reliable LLM apps
LimitationsDeveloper-oriented and requires engineering effort to configure; broader governance/compliance features live in the paid enterprise tier.More an evaluation/observability platform than a hardened security firewall; deepest value requires building evaluation into workflows; younger company still expanding enterprise features

Which should you shortlist?

Choose Promptfoo if developer teams wanting free, open-source, CI/CD-integrated evaluation and red teaming of LLM apps

Choose Patronus AI if mL and product teams that need automated, research-grade evaluation plus guardrails to ship reliable LLM apps

Neither is a substitute for a governance program. Whichever you pick, you still need people who can define the policies the tool enforces.

AI Governance Tool Selection Kit

A vendor-comparison worksheet plus EU AI Act, NIST AI RMF and ISO/IEC 42001 requirement checklists — so you can shortlist tools against the obligations that actually apply to you.

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