CAIN-42 CAIN Studio

How CAIN-42 compares · AI security & scanners

CAIN-42 vs Promptfoo

An open-source tool for testing, red-teaming and evaluating LLM apps and agents, with a large library of attack plugins and CI integration.

What Promptfoo does well

  • Free and open source with broad community adoption.
  • Rich red-team plugins and dataset-driven evaluations.
  • Easy CI integration for prompt and agent testing.

What CAIN-42 does differently

  • Enforces at the tool-call boundary, before anything runs.
  • Orders authorization through a Byzantine quorum (3-of-4): one "yes" is never enough.
  • Leaves a per-action signed receipt you can verify offline with a clean-room verifier.
  • Authority continuity: a change to the model, tool, memory, skill or delegation forces a re-check.
  • Self-serve from $19.75/mo; runs hosted, self-hosted or air-gapped.

Capability difference

CapabilityCAIN-42PromptfooSource (verified 2026-10-14)
Primary focusRuntime governance in the execution pathTest-time red-teaming and evaluationPromptfoo source page
verified 2026-10-14
Blocks the tool call at the boundaryYes — MCPGate halts before the tool runsNo (test-time, not runtime enforcement)
Byzantine-ordered authorization (quorum cert)Yes — 3-of-4 PBFT quorum certificateNo*
Per-action signed receipt, offline-verifiableYes — Ed25519, hash-chained, offline-verifiableNo*
Runtime enforcementYesNo (pre-deployment testing)
Public entry price$19.75/mo self-serveFree / OSS

When to pick which

Pick Promptfoo to test and red-team before you ship. Pick CAIN-42 to enforce and record at run time, after the test is done.

Based on each vendor's public homepage and product pages, last reviewed 2026-10-14. No affiliation and no claim about their internals. "No*" means we found no public documentation of that capability, not that the vendor cannot do it.