Outcome, duration and value for a case or a book, read from court records and private settlement data.Outcome, duration and value, from the record
White Paper · Litigation Finance

The Legal Asset Integrity Standard

A Framework for Fraud Prevention, Transparency, and Institutional Governance in Litigation Finance

Criterica Intelligence Research · 2026

Real Data
Court Records Analyzed
Full Fleet
Predictive Models
8
Integrity Pillars
1
Industry Standard Emerging
Executive Summary

"Litigation finance does not need less capital. It needs verified capital. The next generation of the industry will be built on case-level intelligence, transparent controls, fraud detection, portfolio surveillance, and institutional-grade governance."

The industry has outgrown its verification systems. A GAO report identified significant gaps in available market data around third-party litigation finance, including total funding volume and funder returns. Reuters has documented rising pressure around disclosure, funder control, and confidential funding arrangements — including contracts where funders allegedly had settlement consent or strategy influence.

North Carolina became the first state to enact a full ban on third-party litigation finance in 2026, signaling how severe the political and regulatory backlash has become. The question is not whether the industry will be regulated. The question is whether funders can document, credibly and in detail, that they ran their business at a level that deserves institutional confidence.

The Trust Infrastructure Failure

The industry is not suffering from a capital shortage. It is suffering from an integrity infrastructure shortage.

Eight structural problems have accumulated across the industry over the past decade. Each one is solvable. Each one has been ignored because solving it required infrastructure the industry never built.

Industry Problem
Atlas Solution
Duplicate funding / lien stacking
Cross-funder lien registry with cryptographic asset fingerprinting and automatic conflict detection
Phantom, stale, or exaggerated cases
Live docket verification, 3-source court cross-check, party and venue validation, stale-case detection
Settlement diversion
Lien acknowledgment workflows, payment instruction locking, waterfall calculations, disbursement verification
Inflated case values
Outcome models across venue, judge, case type, injury indicator, and procedural posture
Medical lien abuse / treatment inflation
Provider billing intensity scoring, referral network mapping, lien-to-settlement ratio analysis
Weak portfolio controls
Surveillance dashboard, risk migration analytics, early warning signals and aging alerts (docket monitoring covers federal courts)
Opaque funder influence
Governance module separating capital rights from litigation control, attestation logs, disclosure packages
Black-box scoring decisions
Full model explainability: top factors, confidence bands, training vintage, jurisdiction coverage, override log
LAIS Framework

Introducing LAIS: The Legal Asset Integrity Score

We are publishing an open framework for scoring legal assets across 8 integrity pillars. Any funder can adopt this framework. The data that powers it is proprietary. The standard is not.

Pillar
Measures
Weight
Case Authenticity
Does the case exist and match submitted facts?
20%
Collateral Clarity
Are liens, priorities, and payoff rights clear?
15%
Counsel Reliability
Has the attorney historically performed?
15%
Medical/Lien Integrity
Are medical receivables within expected ranges?
10%
Venue/Outcome Strength
Does the jurisdiction support expected recovery?
15%
Settlement Controls
Are proceeds properly tracked and acknowledged?
15%
Governance/Compliance
Are funder rights properly limited and documented?
10%
Model Coverage
Are predictions backed by sufficient training data?
5%

Pillar weights reflect relative contribution to composite LAIS score. Weights are calibrated from empirical loss attribution across Criterica's training corpus.

Eight Modules

The infrastructure stack behind the standard.

Each module addresses one category of the integrity failure. They operate independently and as a unified stack within the Atlas platform.

01

CaseVerify

Cross-references submitted case data against live court dockets. Catches phantom funding, stale cases, miscoded claims, and attorney misrepresentation before capital is deployed. Validates docket number, parties, case status, venue, and judge.

Prevents:Phantom funding, stale cases, inflated submissions
02

Legal Asset Registry

A permissioned cross-funder lien record — the UCC filing system litigation finance never had. Detects duplicate funding, lien stacking, and competing claims. Generates signed registration certificates for securitization and facility reporting.

Prevents:Duplicate funding, lien stacking, competing priority claims
03

Attorney Risk Graph

Quantifies attorney credibility across 8 dimensions: outcome track record, repayment reliability, documentation quality, responsiveness, case inflation patterns, concentration risk, default history, and bar standing. Updated with every transaction.

Prevents:Counsel misrepresentation, inflated submissions, pattern defaults
04

Medical Lien Integrity

Detects billing outliers, provider concentration, treatment inflation, and high-risk attorney-provider referral networks. Scores every lien against injury-type benchmarks and settlement recovery history.

Prevents:Treatment inflation, referral network fraud, lien overbilling
05

SettlementLock

Prevents settlement diversion through lien acknowledgment workflows, payment instruction validation, waterfall calculations, and disbursement verification. Flags bank account changes within 30 days of settlement.

Prevents:Settlement diversion, payment misdirection, waterfall circumvention
06

Portfolio Surveillance

Cross-portfolio risk migration, early warning signals, duration drift monitoring, inactive docket tracking, and reserve adequacy reporting. The surveillance desk litigation finance has never had.

Prevents:Invisible risk migration, reserve shortfalls, undetected aging
07

Disclosure and Governance

Separates capital rights from litigation control with court-ready disclosure packages, attestation workflows, and a hardened audit trail. Directly addresses the disclosure and funder-control concerns now driving regulatory action.

Prevents:Unauthorized funder control, compliance gaps, disclosure deficiencies
08

Model Governance

Every Atlas score includes: top 5 factors, confidence band, comparable cohort size, training vintage, sparse-data warning, and human override log. No black-box decisions.

Prevents:Opaque scoring, unexplained outputs, unaudited model decisions
Why This Matters Now

The regulatory wave is not coming. It has arrived.

North Carolina enacted the first full state ban on third-party litigation finance in June 2026.

The GAO identified significant gaps in available market data around third-party litigation finance, including total funding volume and funder returns.

Reuters documented cases with alleged funder control and strategy influence, including contracts with settlement consent provisions.

Courts in multiple states are requiring funding disclosure as a condition of litigation.

The funders who survive this regulatory wave are the ones who can document — credibly and in detail — that they never controlled the litigation, never inflated case values, never circumvented lien priority, and never diverted settlement proceeds. Attestation after the fact is not sufficient. The infrastructure has to have been running.

The Category

Do not call this AI for litigation funding. That undersells it.

The LAIS framework spans three distinct categories of institutional need. Each one is defensible to a GP, an LP, a court, or a regulator.

Fraud Prevention
Phantom cases
Stale dockets
Inflated submissions
Duplicate funding
Institutional Infrastructure
Lien registry
Waterfall controls
Governance documentation
Audit trails
Portfolio Intelligence
Predictive model coverage
Real court records corpus
Ongoing surveillance
Explainable scoring

"This is how legal finance becomes an institutional asset class instead of a fragmented private market."

Access the Atlas Platform
Atlas is the operational platform for the LAIS framework: 8 modules, a full predictive model fleet, and a real court-records corpus, deployed for institutional litigation finance.

Next step

See what your book is worth before you commit capital.

Describe the book. After qualification you receive a written report, a per-matter schedule and a review session.

Request an assessment

Need funding for a case, a firm or a book? Criterica Capital