Claim facts
Correct provider, version, access, price, and capability metadata. Conclusions remain independent.
Know where the
new version really moved.
Claim facts, lock a private benchmark, monitor buyer-critical tasks, and preserve comparable history.
Synthetic evaluation using demonstration outputs. Not real customer demand, adoption, or revenue.
Lock the test
Freeze tasks, cohorts, validators, configurations, and publication rules before execution starts.
Read movement
See which workflows improved, which personas changed preference, and which failure patterns persist.
Payment has zero ranking weight.
Private work can remain private; public sponsorship and access are disclosed.