Enterprise forensics for litigation finance firms, insurance SIU teams, legal AI companies, and compliance organizations where the gap between what the record says and what the document trail shows is where liability lives.
The institutional record hasn't been pressure-tested. The document trail may not match the claim. Find the gap before you commit.
You're about to file a brief, issue a report, or take a public position in a complex matter. You need to know where the record breaks before opposing counsel finds it.
Court data contains procedural failures and clerk errors indistinguishable from valid records. When your product surfaces those in a high-stakes environment, the failure isn't technical — it's domain.
A filing, an AI output, or a discovery document doesn't hold up. You need to know how deep the problem goes before you respond.
Your institutional record needs a forensic read before external scrutiny arrives. You need to know what the auditors will find before they do.
A filing pattern, a claims pattern, or a judicial pattern that looks systematic — but isn't documented. It needs mapping before it can be acted on.
Scope is confirmed before work begins. Pricing depends on document volume, complexity, and engagement type. All work is paid before it starts. All engagements are confidential.
You have a case, a filing, or an AI output in front of you and you need to know whether it holds before you commit to a position. Contradiction scan, procedural gap map, risk exposure summary — delivered as a written memo.
Full record review and timeline reconstruction. The question is not whether it looks clean — it's whether it holds when someone is actively trying to break it. Built for counsel, SIU directors, and legal AI teams who cannot afford to find out in production.
For organizations with a continuous pipeline of institutional risk decisions. Monthly retainer — not a subscription to a report. Embedded forensic access across active matters.
The gap between what the filing says and what the record shows is where your exposure lives — and it almost never surfaces until discovery. I run structured forensic audits that find that gap first. The entry point is a $2,500 Institutional Exposure Diagnostic — five days, flat fee, written findings you can act on immediately.
If you have a case in your current pipeline that doesn't fully add up, that's the right place to start.
Start an Institutional Exposure Diagnostic →When your product surfaces those as outputs in a high-stakes environment, the failure isn't technical — it's domain. I stress-test legal AI outputs against primary docket records to find where hallucinations and ground truth diverge before your client finds it for you.
If you're pre-launch or post-incident, one call is enough to tell you whether the Adversarial Stress Test applies.
Book a discovery call →"I am not an outside observer of institutional dysfunction. I have been inside a federal agency, district court proceedings, and an investigative desk — and came out with receipts." — Rita F. Williams
The Hartig investigation predated JTC formal action by months. The Barry County conviction rate analysis predated the Michigan Supreme Court remand. That is a track record of being right before the institution catches up — and it's verifiable. The investigations are public. The outcomes are documented.
MS Criminal Justice · Purdue University Global · Doctoral Candidate, Human Services · Capella University · Public Interest Technology Certificate, Carnegie Mellon/Heinz · Former GS-13/14, Defense Logistics Agency.
Forensic, legal-adjacent, and compliance analysis used together — not in separate engagements. The exposures most likely to be missed are the ones that live at the intersection of systems.
The question is never "does this comply on paper." It's "would this hold up if someone were actively trying to find the problem." Those are different questions with different answers.
Every engagement produces a memo — not a slide deck, not a verbal debrief. A document that can go to counsel, to a regulator, or into a file.
You don't have to take this on faith. The investigations are published. The outcomes are documented. Assess the methodology before you engage.
Start an engagement inquiry. Scope confirmed before payment. Response within one business day. All inquiries confidential.