Forensic Pattern Validator.
Professional-grade forensic utility analyzing transaction first-digit and second-digit frequencies against Benford's Law distribution to detect artificial rounding, kickback limits, and manipulation patterns.
Executes via a compiled Rust engine directly in your browser. Handles thousands of ledger entries in sub-milliseconds with complete client-side confidentiality.
Benford's Law distribution analysis to detect journal entry manipulation, vendor invoice tampering, and anomalous disbursement amounts. Executed in-browser via Rust/WASM.
Forensic Pattern Validator
Detects potential financial manipulation by comparing transaction digit frequencies against Benford's Law. Upload a CSV or run a simulation — analysis runs entirely in your browser.
Run a simulation or upload a CSV to begin forensic validation
Accepts any CSV with numeric columns — invoices, transactions, journal entries
Forensic Investigation, AP Triage & Fraud Risk Arsenal
Production-tested 60-minute AP triage engine (Benford 1st & 2nd digit, employee-vendor relational IBAN matching), 12-page privileged investigation report, evidence logs, and forensic SQL extraction queries.