Deep dive — methodology
Counterparty-question rehearsal — the 5-decision reproducibility drill
Every $499 Snapshot samples five AI-driven forecast 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.
The prompt the rehearsal answers
"Reproduce this AI-generated grid-load-forecast + dispatch decision from Day 47 including weather regime, fuel-mix state, DER penetration snapshot, model version, shortage-risk-score, and lane routed — as a defensible record we can produce for NERC compliance audit, FERC Section 206 investigation, state PUC customer-hearing, ISO/RTO market-monitor referral, or wholesale market-manipulation inquiry."
The counterparty question — identical shape whether it comes from NERC, FERC, PUC, ISO/RTO market monitor, or plaintiff's counsel
Sample forecast decisions from Day 47
| Forecast ID | Shortage-Risk Score | Dispatch Lane | Model version | Decision hash |
|---|
| FCST-002534 | 49.55 | Demand-Response Ready | grid-load-forecaster-v9.1.0 | gld-002534 |
| FCST-002533 | 49.45 | Demand-Response Ready | grid-load-forecaster-v9.1.0 | gld-002533 |
| FCST-002532 | 55.80 | Demand-Response Ready | grid-load-forecaster-v9.1.0 | gld-002532 |
| FCST-002531 | 32.61 | Baseline Dispatch | grid-load-forecaster-v9.1.0 | gld-002531 |
| FCST-002525 | 58.20 | Demand-Response Ready | grid-load-forecaster-v9.1.0 | gld-002525 |
What "defensibly reproduced" means
- Model version pinned. Not "the current model" — the exact model version deployed at forecast-time.
- Input snapshot bound. Weather regime + fuel-mix state + DER penetration snapshot + reserve-margin snapshot exactly as they were when the AI scored the interval.
- 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 forecast decisions reproduced with defensible-records match. Model version pinned, decision hash cryptographically bound, input data retained via decision-provenance record. If NERC / FERC / PUC / ISO-RTO market monitor / plaintiff's counsel requests any of the 4,969 forecast intervals in the audit period, the same reproduction procedure applies.
Retention horizon
- NERC CIP-013 R6: record retention through the NERC audit-cycle horizon
- FERC Order 890: methodology + inputs + outputs retention for transmission-service transparency
- State PUC record-retention: typically 7+ years for wholesale-market inquiry
- ISO/RTO market-monitor tariff provisions: retention through market-monitor referral resolution
- Litigation hold: preserves through matter conclusion, may extend original horizon
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 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 operator's actual AI surface + counterparty-question rehearsal record.
Buy $499