Model Cost / Ops / Agents / RAG / Knowledge / Product Prototyping
Promptfoo
AI security, red teaming, guardrails, and evals for prompts, models, RAG, and agents.
Promptfoo fits teams that need adversarial testing, red teaming, guardrails, model security, MCP proxy protection, code scanning, and evaluations for prompts, models, RAG pipelines, and AI agents.
Qidao take
Promptfoo is strongest for AI red teaming. It is a weaker fit for generic business writing.
Qidao fit index: 84/100
This is a Qidao method score for workflow fit, decision clarity, alternatives, risk, and practical use. It is not a user rating, paid placement, or benchmark claim.
Workflow fit
AI red teaming
Selection risk
Generic business writing
Feature highlights
- AI red teaming and security testing
- Guardrails and model security
- Evaluations for prompts, RAG, and agents
Official fact sources
Best for
- AI red teaming
- Prompt and RAG evals
- Guardrail testing
Not best for
- Generic business writing
- Teams without security review
Pros
- Strong AI security orientation
- Covers evals and red teaming
- Useful before high-risk launches
Cons
- Needs security scenarios
- Can be too technical for non-engineers
- Hosted pricing needs current review
Alternatives
Related workflows
Related guides