Good fit
Teams that benefit now
- teams evaluating reproducible reasoning artifacts
- teams comfortable with CLI tooling and fixture corpora
- workflows that need canonical outputs and conformance discipline
- groups that can provide reproducible feedback
Design partners
Early partner evaluation for a narrow released product line
This is a focused pilot path around the released AI Verification Engine / Tobi Validator, not a preview of a broad platform.
Not a fit yet
Teams that should wait
- teams that need a full API product now
- teams expecting runtime or backend execution
- teams expecting broad SDK or platform maturity
- teams expecting polished multi-host consumer UX
Pilot motion
Typical 2-4 week evaluation path
Week 1: install the bundle and confirm the workflow is reproducible. Week 2: run partner-owned inputs and review accepted, rejected, and mismatch outcomes. Week 3 and beyond: build fixture corpora, use golden checks, and report friction with minimal reproductions.