Built for plaintiff-side FCA teams.
WOLF AI is an early-stage prototype purpose-built for whistleblower law firms handling False Claims Act, qui tam, and healthcare fraud litigation. We are recruiting founding design partners to shape the product around real case workflows.
Become a Design PartnerWho we build for
WOLF AI is designed around the plaintiff-side FCA workflow. These are the teams we are building for first.
Qui tam boutiques
Whistleblower-focused firms where one partner may carry many complex FCA matters at once.
Why WOLF AI: Needs fast, structured evidence review to keep matters moving.
Plaintiff-side full-service firms
Firms with a dedicated qui tam or healthcare fraud practice group inside a broader plaintiff practice.
Why WOLF AI: Needs consistent case intelligence across associates and matters.
Healthcare fraud specialists
Teams handling Medicaid, Medicare, and provider billing fraud where records volume is the bottleneck.
Why WOLF AI: Needs pattern detection across claims data and billing records.
Honest about where we help, and where we don't.
WOLF AI is narrow on purpose. If your work is on this list, we can help. If it isn't, we will tell you.
- Plaintiff-side firms pursuing qui tam or FCA matters
- Healthcare, Medicaid, Medicare, and provider-billing fraud cases
- Government-contract and procurement fraud matters
- Teams that need source-linked outputs they can defend
- Firms willing to keep attorneys in the loop on every output
- Defense-side work, since we are plaintiff-side only
- Matters outside FCA / qui tam (general commercial, PI, family, criminal)
- Teams looking for a fully autonomous tool with no attorney review
- Firms that need unstructured generic AI chat on top of documents
- Use cases that require outputs without source citation
How much qui tam work is out there?
If your practice is in this category, these are the public numbers describing the volume you are working against.
The Department of Justice reports that whistleblowers filed 1,297 qui tam lawsuits in fiscal year 2025, the highest number in a single year and a sharp rise on the previous record of 980 set in 2024. Those filings drove more than $5.3 billion in reported settlements and judgments.
Source: DOJ: False Claims Act settlements and judgments exceed $6.8B in fiscal year 2025
Alongside the 1,297 whistleblower filings in fiscal year 2025, the Department of Justice reports that the government opened 401 new False Claims Act investigations, a volume that sets the pace plaintiff-side teams are working against when a matter is under seal.
Source: DOJ: False Claims Act settlements and judgments exceed $6.8B in fiscal year 2025
Under 31 U.S.C. § 3730(d), a relator receives at least 15 percent but not more than 25 percent of the proceeds when the government intervenes, and not less than 25 percent and not more than 30 percent when it declines and the relator proceeds alone. The Department of Justice describes the typical range as 15 to 30 percent.
Workflow hypotheses we are testing
These are our working assumptions about plaintiff-side FCA workflows. We are recruiting practitioners to correct them. Tell us where we are wrong.
“Associate time goes into organizing evidence before the theory of the case can even be built. We believe that is where firms lose weeks.”
Hypothesis: evidence organization
“An attorney must see where every allegation comes from, down to the page. A tool that cannot show that cannot go in front of a judge.”
Hypothesis: page-level provenance
“Generic AI tools summarize. FCA work needs tracing: claim to document, document to regulation, regulation to damages.”
Hypothesis: tracing over summarizing
“Firms that can prepare cases faster without sacrificing rigor will take the next wave of matters. That is where the leverage is.”
Hypothesis: preparation speed
Build WOLF AI with us
A small number of plaintiff-side FCA teams will help us shape the earliest version of WOLF AI. The firms who join now will have the deepest influence on what the product becomes.
Shape the roadmap
Direct input on features, workflows, and output formats.
White-glove onboarding
Hands-on setup and training directly from the founding team.
Early-partner pricing
Preferred terms for firms who commit before general availability.
Interested in working with us?
Book a conversation to see the platform and discuss whether becoming a design partner makes sense for your firm.