Deep dive — methodology
Counterparty-question rehearsal — the 5-decision reproducibility drill
Every $499 Snapshot samples five AI-driven readiness decisions from a target-day and reproduces them defensibly. Not because you need them all today — because the discipline of reproducing five proves the discipline could reproduce any of them tomorrow, when GAO, DoD IG, Congressional Armed Services Committee, or a JAG accident-investigation board asks.
The prompt the rehearsal answers
"Reproduce this AI-generated readiness assessment from Day 47 including the asset's mission-type-category, operating theater, model version, readiness-risk-score, and lane routed — as a defensible record we can produce for GAO audit response, Congressional Armed Services Committee inquiry, DoD Inspector General investigation, accident-investigation board (JAG), OMB M-24-10 AI Use Case Inventory attestation, or ATO renewal package."
The counterparty question — identical shape whether it comes from GAO, DoD IG, JAG, or your own Contracting Officer
Sample readiness-assessment decisions from Day 47
| Assessment ID | Score | Lane | Model version | Decision hash |
|---|
| ASMT-002534 | 44.77 | Yellow -- Watch / Scheduled | predictive-maintenance-classifier-v7.2.3 | pmc-002534 |
| ASMT-002533 | 56.56 | Yellow -- Watch / Scheduled | predictive-maintenance-classifier-v7.2.3 | pmc-002533 |
| ASMT-002532 | 41.68 | Yellow -- Watch / Scheduled | predictive-maintenance-classifier-v7.2.3 | pmc-002532 |
| ASMT-002531 | 72.29 | Red -- Ground Urgent | predictive-maintenance-classifier-v7.2.3 | pmc-002531 |
| ASMT-002525 | 79.92 | Red -- Ground Urgent | predictive-maintenance-classifier-v7.2.3 | pmc-002525 |
What "defensibly reproduced" means
- Model version pinned. Not "the current model" — the exact classifier version deployed at decision-time.
- Input snapshot bound. Asset group + platform family + mission-type category + operating theater + cycles-since-overhaul + estimated repair cost exactly as they were when the AI scored the assessment.
- Decision hash bound. Cryptographic hash tying the input to the output — makes tampering detectable.
- Retention pipeline independent. The retention system that holds the decision records is not the production model itself — independence of the record from the actor being recorded.
What the rehearsal proves
All 5 sampled Day-47 readiness-assessment decisions reproduced with defensible-records match. Model version pinned, decision hash cryptographically bound, input data retained via decision-provenance record (AIC layer #7) + time-of-decision knowledge snapshot (AIC layer #8). If GAO / DoD IG / Congressional / JAG requests any of the ~4,969 assessments in the audit period, the same reproduction procedure applies.
Retention horizon
- NIST SP 800-53 rev5 AU-11: audit-record-retention aligned to organizational risk tolerance; typically 3 years minimum
- DoD 8570.01-M: audit-record-retention for DoD systems; typically ATO horizon minimum (3 years)
- Program-of-record lifecycle: extension to full asset lifecycle for any assessment touched by accident-investigation or Congressional inquiry
- Contract Disputes Act 41 USC 71: preserves through matter conclusion; may extend original horizon
- Litigation / investigation hold: preserves through resolution
The rehearsal record is not a one-time exhibit — it is proof that the retention discipline is operational.
Why 5, not 500
Reproducing 500 decisions on request is a discovery-response exercise, appropriately triggered by a specific legal or oversight process. Reproducing 5 sample decisions at Snapshot time is a discipline test: it validates that the retention pipeline works, without exhausting the audit budget on record production nobody has asked for yet.
$499 Snapshot. 3 business days.
Same 5-decision reproducibility drill on your program office's actual AI surface + counterparty-question rehearsal record.
Buy $499