Proof
Measured direction, not demo theater.
SLPR Labs benchmark programs test whether deployment-time fidelity treatment changes claim-level reliability in professional work products.
Benchmark Signal
Fabrication falls when the output is bound to a packet.
Across high-stakes professional workflow categories, a vendor-agnostic deployment-time fidelity layer repeatedly reduced measured fabricated propositions by roughly 94%-99% relative to baseline.
In the legal IRAC slice, the direction survived a harder cross-judge check across generator families and judge configurations. The point is not that hallucination is solved. The point is narrower and more useful: high-stakes work needs a deployment layer that makes model output verifiable enough to review.
View the five-domain evidence boardClaims are evaluated against the supplied record, not model confidence.
Assertions are separated, checked, and marked by support status.
The output is paired with the record needed for later review.