We continuously test public companies' own customer- and revenue-concentration disclosures against the federal-contract record in USAspending. When a filing says "no single customer accounted for more than 10% of revenue" but one federal agency's obligations to that same company clear that line, we surface it — verbatim quote, filing link, agency dollars, USAspending link, and the computed gap. Deterministic. Dual-cited. Timestamped.
See the live contradiction feed →
Every flag carries the company's own 10-K sentence beside the federal dollars that contradict it. The discrepancy is between two of their own public disclosures — not our opinion.
Each flag is anchored to a SHA-256 hash-chain with an ISO timestamp. Go-forward receipts you can cite for when a discrepancy first became publicly checkable.
| Per flag | |
|---|---|
| Verbatim 10-K concentration claim | + exact filing URL & accession number |
| Single-agency federal obligations | + USAspending link, FY window, UEI/DUNS |
| Computed conflict | agency $ as % of reported revenue vs the stated threshold |
| Confidence | only medium/high ship; the test is deterministic |
| Provenance receipt | hash-chain anchor + timestamp |
SEC EDGAR full-text search surfaces 10-Ks asserting customer/revenue concentration. We resolve the filer (CIK) to its USAspending recipient (UEI/DUNS) via an entity crosswalk, sum its federal obligations by awarding agency, and compare the single largest agency's dollars to the revenue the same filing reports. A flag ships only when the gap clears a conservative margin.
We surface verifiable public-record discrepancies, not legal conclusions. A 10-K's "customer" definition, segment reporting, and fiscal periods may differ from USAspending's recipient and award windows. This is a research lead, not an allegation of fraud or misstatement. Your firm verifies both linked sources and decides. We are not a law firm and this is not legal advice.
Pay for delivered, dual-cited contradiction packages. Verify before you pay forward.
Full feed + on-demand find_contradictions(ticker) API + MCP + new-flag alerts + provenance receipts.
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Email the tx hash + your firm after sending; we activate access on confirmation.
GET /api/feed # the contradiction list
GET /api/contradiction/<id> # full dual-cited record
GET /api/find?ticker=LDOS # on-demand check for one company
GET /api/provenance/<id> # timestamped hash-chain receipt
POST /mcp {find_contradictions} # MCP tool for agents