AIAI Governance StackFree kit

HiddenLayer vs Promptfoo

Both compete in Red-Teaming & AI Security. HiddenLayer positions itself as “AI detection and response plus red teaming to protect machine learning models and AI products”, while Promptfooleads with “Open-source tool for evaluating and red-teaming LLM apps, agents, and RAG systems”. The table below compares what each publishes.

Where HiddenLayer pulls ahead

Enterprises and regulated organizations needing runtime protection and detection for production ML models

Where Promptfoo pulls ahead

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

PositioningAI detection and response plus red teaming to protect machine learning models and AI productsOpen-source tool for evaluating and red-teaming LLM apps, agents, and RAG systems
CategoryRed-Teaming & AI SecurityRed-Teaming & AI Security
FrameworksNone publishedNone published
DeploymentSaaS, On-prem, APIOpen-source, SaaS, API
Built forSecurity, Data Science / ML, RiskData Science / ML, Security
Founded20222023
HeadquartersAustin, Texas, USAUSA
OwnershipPrivate (VC-backed)Acquired by OpenAI (2026); previously VC-backed
Funding$56M total; $50M Series A in 2023 led by M12 and Moore Strategic Ventures, with Booz Allen, IBM and Capital One Ventures~$23.4M raised prior to acquisition; $5M seed (a16z, 2024) and $18.4M Series A led by Insight Partners (2025)
PricingNot publishedOpen-source (MIT license), free; paid enterprise platform
Key capabilities
  • Machine Learning Detection and Response (MLDR)
  • Model scanning
  • Automated red teaming
  • Real-time attack detection
  • AI risk and governance reporting
  • Response actions (alert, isolate, deceive)
  • LLM evaluation and benchmarking
  • Automated red teaming and vulnerability scanning
  • Declarative test configs
  • Prompt and model comparison
  • CI/CD integration
  • Local/self-hosted execution
IntegrationsNot publishedOpenAI, Anthropic, Google Gemini, DeepSeek, CI/CD pipelines, GitHub
Notable customersNone publishedOpenAI, Anthropic, Fortune 500 enterprises
Best forEnterprises and regulated organizations needing runtime protection and detection for production ML modelsDeveloper teams wanting free, open-source, CI/CD-integrated evaluation and red teaming of LLM apps
LimitationsHistorically ML-model centric; buyers seeking full agentic AI governance or compliance certification may need complementary tooling.Developer-oriented and requires engineering effort to configure; broader governance/compliance features live in the paid enterprise tier.

Which should you shortlist?

Choose HiddenLayer if enterprises and regulated organizations needing runtime protection and detection for production ML models

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

Free. No spam — unsubscribe anytime.