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Resources / AI Business Systems

Plan AI Uses Involving Sensitive or Regulated Data

Map the data, vendor, reviewer, and failure path before connecting an AI tool to sensitive information or a consequential workflow.

AI Business Systems Published by Velocity Ops Updated

Resource note

Resources / AI Business Systems

Before connecting an AI tool to client, employee, financial, health, or other restricted information, document the proposed workflow and the data it would use. A team's policy should distinguish approved general use from specific uses that need additional review.

Review the proposed use

  • Identify the business owner, purpose, users, model, and connected systems.
  • Classify the information and confirm whether it is permitted under contracts and internal rules.
  • Review the vendor's data handling, retention, training terms, access controls, and subprocessors.
  • Decide which outputs a qualified person must review before they affect a customer, patient, employee, financial record, or business decision.
  • Define an escalation and pause procedure for incorrect output, a data incident, or a vendor change.

Example

An assistant that drafts an internal policy from public sources has different data and impact than a system that summarizes client files or generates a recommendation used in a regulated decision. Review each proposed use on its own terms rather than relying on the tool's label.

Limits and next step

This checklist does not establish that a tool or workflow meets a law, contract, or sector requirement. Ask qualified legal, privacy, security, or compliance advisers to confirm the obligations that apply. Start with one workflow and record its approval, restrictions, reviewer, and change trigger.

Sources and further reading