The complete fine-tuning compliance stack
Dataset versioning → training run tracking → eval benchmarking → audit package generation. Cognify handles the entire documentation chain from first training step to compliance sign-off.
Dataset versioning that compliance teams trust
Every dataset used in training — base model fine-tuning corpora, instruction datasets, eval benchmarks, safety test sets — is snapshotted and cryptographically hashed at the moment of use. No retroactive edits. Full diff between versions.
| Version | Timestamp | Records | SHA-256 | Status |
|---|---|---|---|---|
| v1.0.0 | 2026-03-14 09:12 | 847,293 | a3f2...8e19 | base |
| v1.1.0 | 2026-03-21 14:05 | 851,104 | 7d8c...4a01 | +3,811 rows |
| v1.1.1 | 2026-03-29 11:33 | 851,104 | c12e...9f77 | schema change |
| v1.2.0 | 2026-04-08 16:44 | 902,518 | 5b39...2d64 | +51,414 rows |
| v2.0.0 | 2026-04-17 09:00 | 1,203,741 | e87a...0c45 | major revision |
| v2.0.1 | 2026-04-24 13:20 | 1,203,741 | f99d...7b12 | cleanup only |
Training run lineage — immutable and complete
Every hyperparameter, every checkpoint, every hardware configuration linked to the dataset version that produced it. The lineage graph is write-once — not even admins can edit a completed run record.
Eval benchmarks compliance teams can reference
Track model performance on domain-specific safety benchmarks across every training iteration. Compliance teams can see exactly which eval results correspond to which training run — not just the final model.
{
"run_id": "cgnf-run-447",
"benchmarks": {
"safety_classification": 0.942,
"domain_accuracy": 0.871,
"bias_detection_f1": 0.889,
"hallucination_rate": 0.023
},
"policy_thresholds_met": true,
"compliance_status": "READY_FOR_REVIEW",
"signed_by": null,
"locked": false
}Audit packages in formats regulators recognize
One-click export of structured model documentation: model card (AI Act template), data provenance report, training configuration attestation, eval benchmark summary. PDF for legal, JSON for your internal systems, XLSX for governance committees.
Start free trial