Criterica insights and newsEssays and announcements from Criterica, the risk intelligence company.https://criterica.com/feed.xml2026-09-17T12:00:00ZCritericahttps://criterica.comABS Structures and Law Firm Economicshttps://criterica.com/insights/abs-structures-and-law-firm-economics2026-09-17T12:00:00Z2026-09-17T12:00:00ZAlternative business structure frameworks get discussed as a governance question. They are a capital-formation event, converting a law firm's financing menu from debt and receivables into a full stack that includes equity.Calibrated Probability Is the Institutional Standardhttps://criterica.com/insights/calibrated-probability-is-the-institutional-standard2026-09-17T12:00:00Z2026-09-17T12:00:00ZWhat separates a measured probability from a confident guess, how calibration is actually tested, and what an institutional counterparty should demand before pricing capital against someone else’s number.Calibration as a Governance Objecthttps://criterica.com/insights/calibration-as-a-governance-object2026-09-17T12:00:00Z2026-09-17T12:00:00ZCalibration is a statistical property until an institution has to govern it. What ownership, versioning, and escalation actually look like once a model is running against live capital.Concentration Risk in Legal Portfolioshttps://criterica.com/insights/concentration-risk-in-legal-portfolios2026-09-17T12:00:00Z2026-09-17T12:00:00ZA legal portfolio can look diversified by case type and jurisdiction while concentrating in a single judge, a single legal theory, or a single defendant. The four axes a standard credit framework misses.Disclosure Regimes and What They Change for Capitalhttps://criterica.com/insights/disclosure-regimes-and-what-they-change-for-capital2026-09-17T12:00:00Z2026-09-17T12:00:00ZLitigation funding disclosure requirements are usually filed under compliance. They belong in underwriting, because they change the negotiating dynamics and the structures a jurisdiction will actually support.Insurance and Litigation Finance Convergencehttps://criterica.com/insights/insurance-and-litigation-finance-convergence2026-09-17T12:00:00Z2026-09-17T12:00:00ZInsurance and litigation finance are converging, not around a shared product, but around a shared requirement for calibrated outcome and duration data neither industry historically had in-house.Judgment Portfolios as an Asset Classhttps://criterica.com/insights/judgment-portfolios-as-an-asset-class2026-09-17T12:00:00Z2026-09-17T12:00:00ZA judgment is not a smaller version of the claim that preceded it. Why appellate and collection risk require their own pricing discipline, distinct from pre-resolution litigation finance.Jurisdiction as a Pricing Inputhttps://criterica.com/insights/jurisdiction-as-a-pricing-input2026-09-17T12:00:00Z2026-09-17T12:00:00ZJurisdiction is usually a go/no-go screen at intake. Priced correctly, it is a continuous, granular input that shifts outcome and duration distributions more than most case-specific facts.Medical Lien Behavior as a Data Assethttps://criterica.com/insights/medical-lien-behavior-as-a-data-asset2026-09-17T12:00:00Z2026-09-17T12:00:00ZMedical liens are usually treated as an administrative line item. Examined at scale, lien behavior is a structured signal for injury severity, settlement timing, and net-to-claimant value.The Outcome Lifecycle: Predict, Underwrite, Deploy, Monitor, Resolvehttps://criterica.com/insights/outcome-lifecycle-predict-underwrite-deploy-monitor-resolve2026-09-17T12:00:00Z2026-09-17T12:00:00ZFive stages, two functions, one closed loop. Why prediction and underwriting cannot be the same act, and why the loop breaks the moment resolved outcomes stop flowing back into the model.Regulated Markets as the Unit of Analysishttps://criterica.com/insights/regulated-markets-as-the-unit-of-analysis2026-09-17T12:00:00Z2026-09-17T12:00:00ZPractice area is the wrong unit for organizing legal outcome intelligence. Why the regulated market a matter moves through, not its subject matter, determines what a model can actually learn.Regulated Outcomes as an Asset Classhttps://criterica.com/insights/regulated-outcomes-as-an-asset-class2026-09-17T12:00:00Z2026-09-17T12:00:00ZLitigation, regulatory enforcement, and insured claims are three professions built on the same structure. That structure, not the subject matter, is what makes a category underwritable.Settlement Distributions Versus Point Estimateshttps://criterica.com/insights/settlement-distributions-versus-point-estimates2026-09-17T12:00:00Z2026-09-17T12:00:00ZA single settlement figure is a guess wearing a measurement's clothes. What a labeled distribution actually claims, and why the difference changes how capital should be sized.The Borrowing Base for Legal Receivableshttps://criterica.com/insights/the-borrowing-base-for-legal-receivables2026-09-17T12:00:00Z2026-09-17T12:00:00ZAsset-based lending's borrowing base structure extends to legal receivables, but the collateral behaves nothing like an invoice. What eligibility, advance rate, and re-scoring have to look like.The Case Against AI Confidence Scoreshttps://criterica.com/insights/the-case-against-ai-confidence-scores2026-09-17T12:00:00Z2026-09-17T12:00:00ZA confidence score and a calibrated probability can look identical and mean nothing alike. Why institutional decisions should treat an unlabeled confidence score as a self-report, not a measurement.The Economics of a Second Deploymenthttps://criterica.com/insights/the-economics-of-a-second-deployment2026-09-17T12:00:00Z2026-09-17T12:00:00ZA platform's real underwriting edge is invisible in its first deployment. Why construction cost, not marginal cost, dominates the economics of an early cohort, and what that means for new entrants.The Role of the Human Decision in an Automated Pipelinehttps://criterica.com/insights/the-role-of-the-human-decision-in-an-automated-pipeline2026-09-17T12:00:00Z2026-09-17T12:00:00ZA rules-based, non-generative pipeline can carry a matter from raw data to a structured output. Where the human decision belongs in that chain, and why automating it away hides accountability rather than removing it.The Two Audit Trails: Predict and Underwritehttps://criterica.com/insights/the-two-audit-trails-predict-and-underwrite2026-09-17T12:00:00Z2026-09-17T12:00:00ZA prediction record and an underwriting record answer different questions and have to exist as separate, timestamped artifacts, or no one can tell a bad model from a bad price after the fact.What a Sealed Baseline Is Forhttps://criterica.com/insights/what-a-sealed-baseline-is-for2026-09-17T12:00:00Z2026-09-17T12:00:00ZWithout a frozen reference point, 'we got better' and 'nothing material changed' are both unfalsifiable claims. What a sealed baseline is, and the three places it actually matters.What an Institutional Data Room Should Containhttps://criterica.com/insights/what-an-institutional-data-room-should-contain2026-09-17T12:00:00Z2026-09-17T12:00:00ZA data room for a model-driven outcomes platform has to make the underlying data science diligenceable, not just the financials. Five sections most data rooms skip.What Courts Can Learn From Outcome Datahttps://criterica.com/insights/what-courts-can-learn-from-outcome-data2026-09-17T12:00:00Z2026-09-17T12:00:00ZMost of this market asks what capital can learn from courts. The reverse question, what courts can learn from their own outcome data, is underexplored and carefully bounded.Why Duration Is the Underpriced Variablehttps://criterica.com/insights/why-duration-is-the-underpriced-variable2026-09-17T12:00:00Z2026-09-17T12:00:00ZA multiple hides the one variable that moves an annualized return more than almost any contested merits question. Why duration needs its own distribution, not a placeholder date.Why Realized Outcomes Activate Claims Per Asset Classhttps://criterica.com/insights/why-realized-outcomes-activate-claims-per-asset-class2026-09-17T12:00:00Z2026-09-17T12:00:00ZNeither claiming realized-dollar prediction everywhere nor ruling it out permanently is correct. Why the claim activates one asset class at a time, on preregistered evidence.Why the Corpus Must Be Deduplicated Before It Is Countedhttps://criterica.com/insights/why-the-corpus-must-be-deduplicated-before-it-is-counted2026-09-17T12:00:00Z2026-09-17T12:00:00ZA raw record count is one of the easiest numbers to inflate by accident. Why every downstream claim, including a base rate's real sample size, inherits a corpus's duplication.Criterica Group publishes the Regulated Outcome Lifecycle and an inaugural Insights series.https://criterica.com/news/criterica-group-outcome-lifecycle-and-insights-series2026-09-17T12:00:00Z2026-09-17T12:00:00ZCriterica Group formalizes The Regulated Outcome Lifecycle — the five-stage, closed-loop architecture underlying every Criterica product — and publishes the first three long-form Insights essays: on why prediction and underwriting are distinct functions, what separates a calibrated probability from a confident guess, and why litigation, regulatory enforcement, and insured claims form a single underwritable asset class.Criterica Capital expands its institutional resource library.https://criterica.com/news/criterica-capital-resource-library-expansion2026-09-10T12:00:00Z2026-09-10T12:00:00ZCriterica Capital, Criterica Group's capital deployment affiliate, added a structure comparison library, an expanded legal-finance glossary, and portfolio-finance and commercial-litigation financing coverage across all 50 states and Washington, D.C.Criterica Intelligence publishes For Funders underwriting guides and the first quarterly market briefs.https://criterica.com/news/criterica-intelligence-for-funders-guides-and-market-briefs2026-09-08T12:00:00Z2026-09-08T12:00:00ZCriterica Intelligence launches a library of underwriting guides written for litigation funders and a set of quarterly outcomes briefs covering the verticals Criterica serves — from case-selection criteria that differ by practice area to what drove outcomes across each market through the third quarter of 2026, with a stated view on what to watch next quarter.Criterica Atlas launches autonomous investment committee memo and intelligence panel.https://criterica.com/news/atlas-investment-committee-memo-and-intelligence-panel2026-06-26T12:00:00Z2026-06-26T12:00:00ZAtlas, Criterica's litigation finance operating platform, now generates a 9-section bank-grade Investment Committee memo per deal — auto-scoring outcome probability, judicial intelligence, financial projections, and settlement analysis into an APPROVE / CONDITIONAL / DECLINE recommendation. The Intelligence Panel surfaces win probability, comparable case distributions, and judge profiles directly in the deal flow. Atlas is available by invitation to qualified institutional funds.Criterica Intelligence expands the court-record corpus following Pass 44 completion.https://criterica.com/news/court-record-corpus-expansion-pass-442026-06-18T12:00:00Z2026-06-18T12:00:00ZThe Criterica Intelligence training substrate — the master index underlying all production outcome models — grew following the completion of Pass 44 data integration, adding a fresh wave of normalized court and regulatory records. The corpus continues to span federal, state, and international tribunals across a growing set of markets. Pass 45 is underway with additional municipal and administrative data sources.Production model fleet grows with IP, financial, and commercial sweeps across circuits, districts, and states.https://criterica.com/news/production-model-fleet-waves-s-through-w2026-06-05T12:00:00Z2026-06-05T12:00:00ZCriterica Intelligence promotes a new wave of production outcome models following the completion of Waves S, T, U, V, and W — covering patent, copyright, trademark, securities, RICO, antitrust, commercial, and environmental litigation across all 12 federal circuits, qualifying district courts, and 50 states. The model registry now spans production, experimental, and stub status across every wave to date.