Benefit — reproducibility discipline

What the 5-decision drill actually saves you

Reproducibility discipline is the single largest lever in litigation-defense cost + regulator negotiation stance. The 5-decision Snapshot rehearsal is the low-cost proof that the discipline is operational.

Three cost buckets it addresses

  1. Discovery-response cost. Producing AI-decision records on subpoena when the retention discipline is not in place = 10-100x cost of producing when the discipline was already in place. The reactive-response penalty compounds with each successive RFP.
  2. Adverse-inference risk. Courts can instruct juries to infer facts adversely when a party fails to produce records that should exist. AI-decision records fall squarely in that risk profile under FRCP 37(e).
  3. Expert-witness credibility. The firm's expert witness's testimony carries different weight depending on whether the firm's own retention discipline was demonstrably in place at the time of the events.

Dollar frame

Discovery-response cost gap: reactive AI-decision-record production for a single-plaintiff matter typically runs $150K-$500K in external counsel + vendor-forensics time. Proactive discipline compresses that to weeks-of-effort inside existing IT.
Adverse-inference exposure: case-by-case, but can shift settlement stance by 3-10x on individual matters. Class-action exposure is much larger.
Snapshot proof cost: $499. Same 5-decision drill on your actual AI system.

What "5 decisions" actually proves

If 5 decisions can be reproduced defensibly on a randomly-selected target day, then the retention pipeline works structurally. That structural claim is what matters — not those 5 decisions themselves.

The rehearsal is a discipline test, not a discovery response. When a discovery response is later required, the pipeline that reproduced 5 can reproduce 500 — the marginal cost is bounded and predictable.

What "having it" looks like

Green: subpoena lands for AI-decision records tied to a specific intake. IT runs the same reproduction procedure the Snapshot rehearsed. Records produced within counsel's requested timeline. Matter proceeds on the merits, not on records-production gaps.
Red: subpoena lands. Vendor's decision trace rotated with the model. Reproduction requires forensic reconstruction. Cost escalates. Adverse-inference risk becomes live.

Who at your firm cares

$499. 3 business days.

The proof your retention discipline works — produced now, referenced whenever needed.

Buy $499