What governance should an AI sales tool have?

Which admin controls for AI tools matter most

The admin controls that matter most decide who can join, what each person can change and which shared resources only admins manage. Without them, one enthusiastic user can rewrite the brand voice or connect a tool the company never approved.

• User roles with different rights, and invites that admins control.
• Seat types for people who need to see the work but not create it.
• Admin-only areas for shared company knowledge and workspace-wide connections.
• Review steps before shared templates or assets go live for the team.

How should AI tool permissions work

AI tool permissions should separate what the assistant may prepare from what it may do in the world. Drafting an email, reading a record and researching a company are low risk; sending, changing records and connecting new tools are not.

Look for a setting that decides, per action type, whether the assistant runs, waits for approval or only plans. Check which actions always ask, whatever the setting, and make sure each person connects their own mailbox with their own sign-in.

What data governance should you ask for

Ask for a written answer on model training, a clear description of how your data is kept apart from other customers' and an account of what happens when a tool is disconnected. These three answers cover most of what a data protection review will ask.

Ask, too, what the assistant remembers between conversations and how a person corrects or removes a remembered fact. Memory is useful, but it is also company data and should be governed like it.

How do you see what an AI sales tool has done

You see what an AI sales tool has done through approval records, activity on each customer record and the messages left in your own mailbox. Ask the vendor to show where each of these lives before you buy.

Activity matters most for records and email. If an assistant changes a deal or sends a message, a colleague should be able to find out what changed, when and at whose approval.

What belongs on an AI sales compliance checklist

An AI sales compliance checklist should cover data, controls, certifications and the law that applies to your outreach. Keep it short enough that someone fills it in for every new tool.

• Model training: a written no, covering the vendor and its providers.
• Data separation and the list of processors.
• Approval settings per action, and which actions always ask.
• Certifications held today, and those still pending with their target dates.
• Your own rules for B2B email, opt-outs and personal data under GDPR.