Know what changed. Prove why.
Understand an AI system, improve it from a known baseline, and carry the evidence into every decision.
ParcelDigits researchverifiedTrace intact
Baseline
Accepted baseline
Protected evaluation · balanced accuracy
97.2%variation
Compact CNN
Batch normalisation after each convolution
result
Protected evaluation
- 97.2%
- 98.4%
- +1.2 ppvs baseline
decision
Finding accepted
Carry forward
Compact CNN selected for governance review
- Evaluation resultExact run and comparison
- Reviewer decisionAccepted internally
- Evidence PackSource mapping preserved
Change becomes a decision path.
Each result stays attached to the experiment, source evidence, and reviewer consequence that produced it.
ParcelDigits
Limited-risk AI systemKnown baseline
Compact CNNone recorded change- 97.2%
- 98.4%
- +1.2 ppprotected evaluation
Finding accepted
Ready for governance handoff
Evidence travels with the decision.
Inspect the source, see who reviewed it, and understand what it changed—without leaving the system in front of you.
See how Epok works arrow_forward- Protected evaluationParcelDigits · compact CNN · balanced accuracy
- Result comparison98.4% · +1.2 pp against accepted baseline
- Scientific reviewFinding accepted; exact result retained
- Evidence Pack sourceMapped for internal governance review
Decision trace complete
Source → result → review → handoff