Methodology
Transparent analysis framework for public spending
This product is designed to surface patterns, not make accusations. Every summary and indicator links back to source evidence.
Transparent methodology
AI with evidence trails
Patterns, not accusations
Data acquisition
Public budgets, financial statements, procurement logs, and contract records are indexed from official city, county, and state sources.
Financial category normalization
Line items are mapped into a normalized category model while preserving source text and extraction confidence.
Vendor entity resolution
Aliases and spelling variants are grouped into normalized vendor profiles with traceable source links.
Confidence scoring
Confidence is based on source consistency, extraction quality, and cross-document agreement.
Anomaly definitions
Anomalies are pattern indicators such as concentration spikes, accelerated growth, and repeated amendment behavior.
Update frequency and freshness
Sources are refreshed on a scheduled cadence by jurisdiction. Records can be marked updated, partial, archived, or pending verification.
AI scope and limitations
- AI-assisted summary
- Based on indexed public records. Verify with source documents.
- Pattern-based indicator, not a legal conclusion.