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.
XGBoost classifier on 420-dim embeddings (384 semantic + 36 graph-structural). Tested across multiple models.
Every ingestion event timestamped on XRPL. Immutable audit trail for all 408K+ entities.
Fine-tuned Qwen2.5 model for natural language queries against the Neo4j knowledge graph.