REAL-WORLD VALIDATION & CALIBRATION SUITE

Know what the evidence can honestly support.

Loading protected calibration and ground-truth records…

TEAM VALIDATION SCORE—Checking access
CURRENT TRUST DECISION

CALIBRATION REQUIRED

Measurements remain provisional until a current device certificate and reviewed ground truth are available.

Calibrate this camera
Verified0Coach-approved evidence
Provisional0Useful with limits
Unusable0Claims withheld
Timing MAE—Approved ground truth
Open reviews0Coach decisions
GROUND-TRUTH BENCHMARK

Compare an AI measurement with an independent reference

Three unique evidence references are required for Verified

COACH REVIEW QUEUE

Human approval remains authoritative

Protected
CLASSIFICATION RULES

Fail closed when evidence is weak

VERIFIEDApproved calibration ≥85, error within tolerance, confidence ≥70 and three unique evidence references.
PROVISIONALPotentially useful, but calibration, confidence or reference depth is not yet sufficient for a quantitative claim.
UNUSABLECapture or comparison failed its safety boundary. Recommendation and performance claims are withheld.
VALIDATION LEDGER

Every comparison retains its source and decision

Corrections never retrain a model automatically