How do you keep a privacy and data-protection program current as new AI features get added to the SaaS tools you already use?

New AI features rarely arrive as a separate purchase. More often they appear inside tools you already use, sometimes enabled by default. Keeping a privacy and data-protection program current means treating these additions as ongoing change events, not one-time decisions.

Watch for AI changes as they happen

Vendors add AI assistants, summarizers, and training features through routine updates. Build a habit of monitoring release notes, admin consoles, and contract or terms-of-service amendments. When a new capability appears, ask three questions: What personal or sensitive data can it access? Where is that data processed? And is it used to train models outside your control?

Refresh your data inventory and assessments

Your privacy program depends on knowing what data you hold and how it flows. When an AI feature touches a system that contains personal information, update your data inventory and revisit your privacy risk assessment. The NIST Privacy Framework’s Identify, Govern, Control, Communicate, and Protect functions give a repeatable structure for doing this each time scope changes, rather than only at procurement.

Reconfirm your legal and policy basis

A new AI feature may change how data is collected, used, or shared. Confirm that each use still aligns with the notices you have given, the consent you hold, and any legal obligations that apply to your records. Government and many regulated organizations must account for principles like those in the Privacy Act of 1974, including limits on use, disclosure, and the purposes for which information was originally collected.

Govern through configuration and contracts

Where possible, control AI features through administrative settings: disable model training on your data, restrict which users and systems are in scope, and turn off features that exceed your stated purposes. Reflect those decisions in vendor agreements and data-processing terms.

Keep records of your decisions

Document what you reviewed, what you enabled or disabled, and why. These records support audits, respond to access and deletion requests, and demonstrate accountability over time.

Make it routine

Treat AI feature reviews as a standing part of your change-management and vendor-oversight cycle, not an exception. For related guidance, see the privacy and PII topic hub.