PerilAIMethodology
How we verify

How PerilAI decides what’s real.

Every record is a real, documented matter, filed by the insurance line it hits, carrying its sources and an honest confidence label. Here is exactly how a claim gets into the database, and how we keep it trustworthy enough to underwrite against.

Step 1

Where the data comes from

We draw from primary public records first, and reputable secondary reporting only to fill gaps, never to stand alone where a primary exists.

Court dockets · CourtListener / PACER SEC · EDGAR filings Regulators · FTC, EEOC, state AGs Secondary · reputable press, AmLaw-100 client alerts

Every record carries its citations, each tagged primary or secondary. You can audit all of them on the Sources page, which also flags any citation that points at a search page instead of a specific document.

Step 2

Every record carries a verification tier

Confidence is a label on the record, not a hidden judgment. It reflects how well the legitimacy and the details of the matter are sourced.

Verified
Primary-sourced and corroborated. Publish-grade, usable as-is.
Confidence
Solid, but leaning on secondary sources or a detail still developing. Open the sources before you rely on a figure.
Low
Sourcing is not publish-grade. Kept visible for transparency, but never counted in headline totals.
Step 3

A human reviews before anything publishes

Nothing is auto-published. Candidates surfaced by our weekly sweep of public sources are screened, then a person confirms the facts and clicks through every primary citation before a record goes live. That review gate is the difference between a database you can underwrite against and a scraped list.

We do not publish cases we have not verified. A thin line stays thin on the site, honestly, rather than being padded.
Step 4

Honest labeling, two more ways

AI relevance
A 0–1 score for how central the AI system is to the claim. A rules-based filter marketed as “AI” is scored down and flagged, not inflated.
● Active
Concluded claims are hitting this line now.
◐ Emerging
The exposure is real and moving, but few concluded claims yet.
○ Watchlist
Plausible and early. We track it; we do not oversell it.
Step 5

The underwriting read

Beyond the facts, most records carry a short coverage read from the PerilAI desk: which towers the fact pattern would touch, where the coverage fight is, and what the exclusion landscape looks like. That is the layer that turns a lawsuit into an underwriting signal.

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