The competitor column describes those projects as of 2026-09-20 and is not maintained by their authors. These tools move independently of this one, so check their own documentation before relying on a row here. Corrections are welcome as issues.
At a glance
When Promptfoo fits
- Your stack is Node/TypeScript and you want declarative YAML configs
- You want the tool OpenAI and Anthropic use internally for application-layer testing
- You are testing prompt/agent/RAG applications and want tight CI integration
When ai-blackteam fits
- You want a vendor-neutral framework not owned by a model lab
- You are in a Python stack and want
pip install+ one command - You need a large curated attack corpus mapped to multiple compliance frameworks (including the OWASP Agentic Top 10 2026)
- You want to test your own deployed endpoint via the generic HTTP provider