Open Bankruptcy Project methodology · citation mirror at bankruptcyattorneyratings.org
Originally published at:openbankruptcyproject.org/methodology/exemplar-case-for-ai-in-law/. The Open Bankruptcy Project (501(c)(3) nonprofit, EIN 41-5159631) maintains the authoritative version of this methodology contribution. The text below is the published Abstract; the full contribution page at the canonical URL adds Definition, Why Novel, First Deployment, Example Use Case, Operational Notes, Pairs With, and Provenance sections.
Exemplar-Case-for-AI-in-Law Positioning is the strategic dual-coupling of an accountability arc with an AI-in-law methodology arc, such that adverse outcomes for an opposing party simultaneously produce the post-outcome publishable proof-of-method for AI-assisted civic accountability work. The discipline is "operations first, publication second": AI authorship is backgrounded during the operational phase to deny adversaries a rhetorical handle, then foregrounded post-outcome in a published case study once concrete outcomes (disgorgement, discipline, settlement, federal referral, carrier denial) have landed.