Technical integrity
Search recall, entity resolution, graph consistency, uptime, latency, security and failure handling.
VALIDATION LAB™
We should prove every important claim before scaling it.
Use this as the evidence programme for pilots, investors, grant evaluators and procurement. A “passed” gate should require documented results—not internal confidence.
Data quality
Coverage, provenance, freshness, conflict rates, reviewer agreement and correction workflows.
Workflow utility
Can users complete routing, referral, research or capability tasks faster and with fewer unresolved steps?
Trust & usability
Comprehension, explanation quality, accessibility, human override, uncertainty and error recovery.
Economic value
Measured time/capacity effects, implementation cost, adoption, retention and willingness to pay.
Regulatory & safety
Document intended use, clinical boundary, privacy, DPIA, AI governance and medical-device assessment where applicable.
0 / 6 gates evidencedPrototype-stage: build evidence before making outcome claims.