Documented prediction
Document the prediction and supporting evidence before evaluation.
AIOTOR / Scientific OS / Validate
04 / VALIDATE
Validation Lab
Evaluate scientific predictions against independent evidence using a reviewable validation process.
VALIDATION FIRST
Validate claims against evidence that can be independently reviewed.
AIOTOR emphasizes scientific validation that separates prediction from later evaluation, preserves reviewable evidence and makes limitations visible before claims are published.
Independent evaluation
Evaluate the prediction against appropriate independent evidence.
Independent validation
Support evaluation against appropriate independent or held-out evidence.
Transparent assessment
Review agreement, disagreement, uncertainty and failure modes—not only headline accuracy.
Comparative validation
Compare alternative methods using the same agreed validation criteria.
Reviewable record
Retain the validation record, source traceability and final assessment.
01 / DOCUMENT
Document the prediction before independent evaluation.
Retain the supporting inputs, evidence and expected outcome.
02 / COMPARE
Compare with independent evidence.
Keep the original prediction available for fair review.
03 / ASSESS
Assess where the system was right, wrong or uncertain.
Validation becomes a reviewable scientific result rather than a retrospective story.