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Recent headlines.

  1. IBM AI Fraud Detection: How to Verify the 37% False-Positive Claim Before You Commit Nov 13, 2026
  2. Audit testing with isolation forests: claim 30%, not 50%, after a dry run Nov 10, 2026
  3. Fake Invoice Detection in 2026: Benford's Law vs Isolation Forest on 10,000 Records Nov 7, 2026
  4. SEC Scope 3 Emissions Audit: 2026 Materiality Thresholds for Public Companies Nov 4, 2026
  5. Spotting odd journal entries: Benford's Law and AU-C 240 — 30.1% flag vs review Nov 1, 2026
  6. AP audit alerts: verify anomaly thresholds and false positives before you commit Oct 29, 2026
  7. Benford's Law Cutoffs: Nigrini Mean Absolute Deviation (MAD) 0.0012–0.0022: Flag or Clear? Oct 26, 2026
  8. Revenue recognition anomaly detection: 2026 30% fewer review hours vs precision Oct 23, 2026
  9. Internal Controls Decision Guide: Five-Step Framework to Act at 95% Detection Oct 20, 2026
  10. Benford's Law in Audit 2026: 12,000 Accounts Payable Transactions, Flag or Clear? Oct 17, 2026
  11. Internal Controls Review: Testing 5 Bonsai Workflows for Duty Gaps Oct 14, 2026
  12. What Are Internal Controls? 3-Layer Framework for Anomaly Detection in 2026 Audits Oct 11, 2026
  13. Continuous audit monitoring vs sampling: 3x detection rate—switch in 2026? Oct 8, 2026
  14. Audit risk assessment: 5% anomaly threshold vs. materiality—expand testing Oct 3, 2026
  15. Accounts Payable Fraud Checks: Benford Then Isolation Cuts 35% False Alarms Sep 29, 2026
  16. Continuous Audit Coverage: 2026 Clean-Unit Denominator—Release Criterion, Not Queue Size Sep 26, 2026