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Security8 min readUpdated May 2026

Security Questions to Ask Before Adopting Enterprise AI Software

A vendor-review checklist for access control, data handling, audit logs, integrations, and incident response.

Start with data boundaries

Before adopting AI software, define what data the system will process and whether that data includes customer records, employee data, financial information, regulated records, or confidential business material.

The vendor review should clarify where data is stored, who can access it, how long it is retained, and whether customer data is used to train shared models.

Review controls and auditability

Important controls include role-based access, single sign-on options, multi-factor authentication, audit logs, export controls, and environment separation.

Auditability matters because AI-assisted actions can otherwise be difficult to reconstruct. Users should be able to see what happened, who approved it, and what source data was used.

Ask operational questions

Security review should include incident response, backup practices, support access, subprocessors, and data deletion. These operational details are often more important than a feature checklist.

A clear review process helps buyers understand risk before deployment and helps vendors set accurate expectations.