Built on public data. Validated by science.
Ingestion Pipeline
Every record flows through entity resolution, graph construction, IES scoring, and XRPL timestamping before publication.
Influence Vortex Model — 8 Dimensions
Data Sources — 10 Federal Databases
Periodic Transaction Reports — all stock trades by House members and staff
Electronic Financial Disclosures for all sitting senators
Federal Election Commission bulk data — all campaign contributions and expenditures
Official legislative history, committee assignments, and floor votes
LDA filings — all registered lobbyist activity and client relationships
Foreign Agent Registration Act — foreign influence disclosures
PACER — federal case filings, indictments, and judgments
Department of Justice press releases and enforcement actions
501(c) nonprofit and dark money group filings
Foreign assistance disbursement records and contractor data
Validation & Architecture
Influence Exposure Score integrating donation, contract, and lobbying network proximity.
Key statistics are computed by two independently engineered pipelines sharing only the primary government source, with persisted, hash-verified regeneration runs.
Every ingestion event timestamped on XRPL. Immutable audit trail across the graph.
Natural language query interface for the knowledge graph. Offline while dedicated serving capacity is provisioned.