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CLUSTER AUDITING-FRAUD-INVOICES · 8 ENTRIES · EARLIEST ENTRY 2026-07-13

AI invoice fraud detection

This cluster comprises AI platforms that audit invoices against internal and external data, score fraud risk, and route suspicious payments to human review. The cluster's dated history is too thin to read a shape from — only one pre-index entry exists — so it predates the index or most members are undated. Among tracked members, probity-ai leads on traction with 5 activity stars, followed by invoice-shield-ai (1 star) and fintrace-ai (0 stars).

Entry timeline

ENTRY TIMELINE

JUL 2026: 1AUG 2026: 1SEP 2026: 1OCT 2026: 5
JUL 2026OCT 2026

Each bar is the month a member carries, which is a creation date where the source published one and a crawl date otherwise. Nothing in the index was found before 11 August 2026, and coverage broadened sharply on 14–15 August, so a bar from then on reports how much we found that month, not how much was built; an earlier bar reports how far back a member's own source dated it — not how long we have been watching.

Members by activity

Activity signals, not revenue.

Build origin · 2 ai-built · 1 hand-coded · 5 unlabelled

Operator · 4 hobby · 4 unlabelled

Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 8 listed below. Unlabelled means nothing has decided yet — not that the answer is small.

  1. 01probity-ai5★13 daysliveai-builthobbyAI platform that investigates invoices against company records and external sources, computes risk scores, and holds suspicious payments for human approval.
  2. 02invoice-shield-ai1★8 days—hobbyAI fraud detection system that flags anomalous invoices and provides advisory explanations for enterprise auditing.
  3. 03fintrace-ai0★9 daysliveAI financial auditing platform that ingests transaction data, flags suspicious welfare or grant disbursements, and generates explainable evidence dossiers for investigators.
  4. 04HackMidwest260★5 dayslivehobbyAI app that detects invoice fraud for small businesses by scoring invoices by risk and requiring owner approval before payment.
  5. 05Rakaba_Tn0★6 days—AI-powered tax compliance platform that detects fraud through entity matching, document forensics, investigations, and answers taxpayers and inspectors via multilingual voice chatbot.
  6. 06Might_Deploy-Zenesys0★1 mo—hobbyInvoice verification platform that validates vendor invoices against purchase orders and flags anomalies for finance teams before approval.
  7. 07-Invoice-Guardian-AI0★3 mo—hand-codedAn AI-powered invoice auditing system that verifies vendors, checks policy compliance, detects fraud, and scores risk for financial oversight.
  8. 08Invoice Verify — AI Invoice Verification & Fraud Detection0★unknownliveai-builtAI web app that classifies, extracts fields, and flags fraud on invoices and receipts to provide instant risk analysis.

Ranked by traction, highest first, and paged 20 at a time — this is a window on the cluster, never the whole of it. Ties are broken by a stable id so a product cannot appear on two pages or fall between them. Browse every cluster.