Benefit — post-SFFA litigation stance
What dated proxy-variable evidence actually saves you
Post-SFFA plaintiff strategy is already visible: identify AI systems that produce race-correlated outcomes through facially-race-neutral proxies, then challenge them under Title VI and Equal Protection. The dated independent-verifier record is what changes settlement stance and cost curve.
The three moments where it matters
- Class-action complaint filing. Plaintiff counsel needs a plausible allegation of proxy-driven disparate impact. Institutions with dated independent monitoring have already anticipated the theory.
- Motion-to-dismiss stage. The evidence a court considers at the pleading stage is limited, but the existence of documented diligence shapes what plaintiff counsel amends in and out.
- Settlement negotiation. The presence of dated remediation shifts the settlement stance from "we did nothing" to "we identified and acted on Day X." Multiples on settlement value.
Dollar frame
Analogous employment-AI class-action settlement range: $2M-$25M+ per matter. Higher-education admissions-AI class actions are still developing case law post-SFFA, but plaintiff counsel are actively building theories.
Defense cost floor: $500K+ per matter regardless of outcome, driven by expert-witness cost + discovery-response cost + counsel time.
Reputational + donor + Congressional exposure: for $1B-$5B endowment institutions, published class-action findings carry endowment-impact and Congressional-oversight cost that can dwarf the direct settlement figure.
Preventive stance value: $499 Snapshot establishes the "we independently monitored for proxy-driven differential" record. That record is not decisive on its own, but it repeatedly moves settlement stance by low-to-mid seven figures on matters that reach settlement.
Who at your org cares
- General Counsel — class-action defense stance
- Chief Diversity Officer — proxy-variable audit program
- VP Enrollment — admissions-model governance
- CFO + Risk Officer — reserve implications
- Board Audit Committee — oversight documentation
What "having it" looks like
Green: Snapshot on file. Proxy-variable audit documented. When plaintiff counsel files, defense counsel opens with dated diligence evidence. Settlement stance shifts.
Red: No independent evidence of proxy-variable monitoring. Vendor's dashboard is the only record. Plaintiff counsel builds theory unopposed. Settlement stance is defensive.
$499. 3 business days.
The dated proxy-variable audit that changes post-SFFA class-action defense stance.
Buy $499