Benefit — adverse-impact + Rule 23 stance
What Snapshot-grade per-segment evidence actually saves you
The rule is the four-fifths adverse-impact test + Rule 23 class-certification test. The consequence of not having dated per-segment measurement when a class-adjacent letter lands is a very different exposure profile.
Three points on the exposure curve where it matters
- Pre-filing demand letter. Class-adjacent plaintiff counsel sends a pre-suit demand referencing a per-segment pattern. Firm's response either points to dated independent measurement + named remediation, or it does not. The letter's ask scales accordingly.
- Class-cert opposition. Once a case is filed, Rule 23 class certification is the decision point. Documented pre-existing supervisory discipline + named remediation is directly relevant to typicality + adequacy arguments.
- Settlement negotiation. Most Rule 23 matters settle. Terms scale with the operator's demonstrated diligence. Evidence of dated independent monitoring is the single strongest lever on the settlement multiplier.
Dollar frame
Rule 23 settlement floor: adverse-impact class actions on AI-driven selection run $2M-$25M on public benchmarks. Range depends on class size, damages theory, and pre-filing evidence quality on both sides.
Defense-cost floor: $500K+ regardless of outcome, independent of the settlement. Longer with contested class-cert.
Preventive stance value: $499 Snapshot puts dated per-segment measurement on the record before the pre-filing demand letter lands. Under negotiation, that single dated record often moves the settlement range downward by a sizable multiple.
Who at your firm cares
- Managing Partner — firm-wide class-exposure risk
- General Counsel / Ethics Partner — class-adjacent response strategy
- Chief Litigation Partner — class-cert opposition strategy
- Class-adjacent Defense Partner — discovery + expert-witness stance
- CFO / Finance Partner — reserve implications
What "having it" looks like
Green: Snapshot on file. Per-segment measurement + independent-verifier signature + 3 fix-first items dated before the pre-filing demand letter. Response to plaintiff counsel opens on the diligence front-foot. Settlement scale calibrated accordingly.
Red: No independent per-segment measurement. Plaintiff counsel produces the four-fifths analysis first. Firm's response is reconstruction under time pressure. Settlement scale calibrated the other direction.
$499. 3 business days.
The dated per-segment measurement your defense partners want on file BEFORE the class-adjacent letter lands.
Buy $499