Our summary. Risk monitoring for travel and expense and card spend that prioritises high-risk items for auditors. The maker says its models are trained on anonymised transactions and auditor decisions.

The record: Oversight

Fields every product record carries, in the same order. Words in quotation marks are the maker's; everything else is ours.

Field	Entry
What the AI does	Surface high-risk T&E activity first, including repeat misuse, suspicious patterns, duplicate reimbursements, fake receipts, and policy violations.¹
Use cases (our reading)	Expense audit, Payment anomalies and fraud
Data and systems it names	Oversight integrates with major ERP, T&E, and card systems¹
Not stated on the pages read: human review.
Model or data handling	Trained on millions of anonymized transactions and auditor decisions, Oversight helps teams focus on the highest-risk expenses, employees, merchants, and behaviors¹
Public company	Oversight is not in the SEC's company ticker file as read on 31 October 2026.²

Source: pages on oversight.com, read 31 October 2026; the SEC's company ticker file; notes 1 to 2.

Notes

Oversight, AI-powered Travel & Expense Monitoring | Oversight. oversight.com/ai-travel-expense-monitoring. Read 31 October 2026.
SEC EDGAR, Company tickers file. www.sec.gov/files/company_tickers.json. Read 31 October 2026.

Systems it names, indexed: Card programs and card data, Emburse, SAP Concur, Workday. Human review across all records. All products, A to Z. Methodology.