Outputs are risk leads for review, not findings of wrongdoing. Every item links to its source.

Follow the Public Dollar

About the tool

Follow the public dollar until it hits a shell.

Most due-diligence tools start from a known bad actor and look for their assets. This tool reverses that: it starts from taxpayer money and looks for bad actors. That is the question inspectors general, auditors and journalists actually have: did public money end up somewhere it shouldn't have?

Risk leads, not accusations. Every output is a lead for human review, never a finding of wrongdoing. Each claim links to the primary record behind it, missing data is shown as missing, and no text is generated by a language model.

How it works

Five stages, from an award to an evidence packet

  1. 1Ingest the moneyPull award, grant and loan recipients from USAspending.gov and SAM.gov.
  2. 2Resolve the entityMatch each recipient to a corporate record, with an A–D grade for how sure the match is.
  3. 3Expand the networkTrace owners, officers, subawardees and trade counterparties out to 1–3 links.
  4. 4Score every entityApply shell-company signals, each with visible evidence and a source link.
  5. 5Surface pathsRank routes from the public dollar to flagged parties, and export an evidence packet (the Lead Dossier).
Data tools

How Sayari, Tradeverifyd and Tavily divide the work

Risk typologies

One validated case per typology

Each case starts from a network that a government agency has already acted on, to show the tool would have flagged it. Palantir is the clean control.

Signal framework

The shell-company signals we score

A composite score with every contributing signal shown, its evidence and its source. Proximity and trade mismatch weigh most because they are the hardest to explain innocently.

Public money
Registration-to-award gap, award size vs. company profile, pass-through to subawardees, non-competitive awards, shared principals across bidders, mission mismatch.
Structure
Ownership that dead-ends at a company instead of a person, layered or circular ownership, nominee directors, secrecy jurisdictions.
Lifecycle
Recent incorporation followed by sudden activity; short lifespan and phoenix companies.
Location
Mass-registration addresses and virtual offices.
Trade
Goods that don't fit the stated business, transshipment routing, partner churn, Common High Priority List items.
Presence
No website, staff or press; look-alike names; adverse media.
Proximity
A sanctioned party within 1–3 links, and the OFAC 50% rule that makes ownership proximity legally meaningful.
Who it's for

Built for the people who follow public money

Team

Corporate Transparency Hackathon