Criterica Intelligence — 23,706 production models trained on 475M+ real court records
How We Work

Every engagement starts with your data.

Criterica does not run demos on synthetic portfolios. The first thing we do is a diagnostic on your actual data. What follows depends on what we find.

01
Audit
1–2 weeks

Diagnostic run on your own data.

You provide a portfolio export. We run it through the relevant model suite and return a structured report. The report shows what the models see — risk concentrations, blind spots, outliers, cases the market is mispricing relative to their actual probability of resolution.

Who Is Involved

Your data team plus one analyst on our side. No integration required. No production systems touched.

Deliverable

Audit report: ranked findings, model scores, capital-at-risk estimates, and a prioritized action list.

The audit runs on a secure, air-gapped basis. Nothing from your portfolio touches a shared environment.

02
Subscribe
Month 1+

Ongoing model access against live deal flow.

Audit findings are validated. You begin routing new cases through the model API as they enter your pipeline. Models score each case within seconds. Alerts surface when risk thresholds are breached or underlying conditions shift materially.

Who Is Involved

One engineering sprint. REST API with documented endpoints, webhooks for breach events, and a testing environment.

Deliverable

Continuous score feeds, threshold breach alerts, ranked case lists, and monthly model performance reports.

Model updates push automatically. You always run the current production build — no version management, no stale models.

03
Integrate
Month 2–4

Intelligence embedded into your workflow.

For enterprise and institutional deployments, Criterica Intelligence embeds directly into your underwriting, claims, or case management system. Decision flags appear natively inside your existing tools. Capital allocation recommendations route through your current approval workflows without requiring a context switch.

Who Is Involved

Joint implementation team. Criterica provides dedicated integration support and a named technical contact.

Deliverable

Native workflow integration, custom dashboard views, portfolio analytics layer, and a full audit trail for every decision.

Criterica is not a replacement for your team. It is the intelligence layer that makes their decisions defensible in front of a committee, a counterparty, or a regulator.

To Be Clear

What this is not.

Not a demo

We do not show you a curated example dataset and call it a proof of concept. The audit runs on your actual portfolio or it does not happen.

Not a black box

Every score, flag, and recommendation carries an audit trail. You can see which model produced it, which features drove it, and what the confidence interval is.

Not a replacement

Criterica Intelligence does not replace your underwriters, analysts, or claims teams. It gives them structured decision support they can defend to a committee or a counterparty.

Not a lock-in

Audit engagements are standalone. Subscriptions are annual. Integration contracts include data portability and offboarding protocols. We earn continued use by producing value.

Start Here

Request an audit.

Bring your portfolio. We bring the models. Two weeks from data handoff to findings report.