Answer AI Governance Questions With a Real Evaluation Plan

A risk leader says new AI tools are paused across their company. Treat those words as a starting point, not a verdict on your deal. A pause often combines separate concerns under one label. One person worries about data leaving company systems. Another worries about staff relying on an incorrect output. A procurement reviewer expects an intake before a service enters a workflow. Each concern needs a distinct question, owner, and next step.

Do not respond with a broad safety statement. Broad language leaves a buyer without a decision path. Ask which policy or review question caused the pause. Use plain language. “When your team says AI tools are paused, which part of your review stops this use case?” Then wait. Let the buyer use internal wording before you translate anything into a sales note.

In a fictional account, a risk leader named Priya says, “Our policy says employees should not place customer records into an unapproved AI service.” Her statement does not establish a failed review. Her statement identifies a question about planned user input and service classification. Respond with, “For your first use case, which records would a user handle, and who decides whether a service receives approval?” The conversation stays focused on her process instead of turning her concern into an argument.

Record Priya’s wording as spoken. Do not relabel her concern as security when she named a policy about records. Do not call her a blocker because she raised a difficult question. A useful deal note separates a buyer statement from a seller assumption. For Priya, a note might read, “Policy concern: customer records in an unapproved AI service. Unknown: planned user input. Review owner: unnamed. Next question: approval path.” Such fields help another team member prepare without creating false certainty.

Ask for the narrowest useful workflow example. “Walk me through one task your team hopes to improve. What does a user begin with, what information enters the service, and what happens after an output appears?” A buyer might describe a support manager preparing a reply after reading a customer request. The original request might include customer information. A drafted reply might need human review before delivery. The service might appear only during preparation. Record each gap rather than filling gaps with product claims.

An evaluation plan gives every open question an owner and an input. For a data question, use a buyer supplied sample showing the fields involved and approved company material already available. For a human review question, use a written description of who checks an output before an employee uses or sends one. For an approval question, use the buyer’s intake form and requested evidence. Name both sides. Your team supplies available material. The governance group interprets its policy and selects its review path.

Avoid promising an outcome from another group. “Legal will approve this” creates risk and leaves Priya without a usable request. Say, “If you share legal’s questions, I will organize our approved material against each one.” The offer respects her process. The offer also creates a concrete follow up task. Ask whether each question needs a document, a workflow explanation, or a conversation with an internal specialist. A document sent without a mapped question often creates another round of email.

Ask for the person connected to the next unanswered question. A risk leader might own policy wording while a security reviewer examines a separate issue. A business owner might define the first workflow while procurement controls intake. Do not request a large meeting with every possible participant. Say, “You mentioned an intake owner. Would an introduction help us confirm which evidence belongs in their review?” Give your champion a reason for every requested introduction.

In a fictional review, Priya says her governance group meets every other Thursday. Monday is September 7. Requests must reach her group by noon on Tuesday, September 15, for discussion on Thursday, September 24. Your team has eight days before her intake deadline. A generic deck sent on September 14 wastes most of the window. Agree on a sequence instead. Priya sends exact intake prompts on Monday afternoon. You return a mapped response by Thursday morning. She checks missing items on Friday before choosing whether to submit.

Keep material organized around questions rather than a long feature inventory. A working document needs the buyer question, planned workflow detail, approved source or open gap, named reviewer, and due date. Do not write “secure” as an answer. When a question asks what information enters a workflow, provide the workflow detail or mark the detail unknown. Precision shows Priya where she needs internal input and where your team needs to respond.

Priya’s fictional working document begins with a row about a support manager’s input during response preparation. Her operations lead supplies a fictional sample. Another row asks who reviews a drafted reply. The support leader describes current practice. A third row asks which evidence belongs in an AI intake. Priya sends her form. None of those rows asks a sales rep to interpret policy. Each row assigns a specific action, source, and owner.

Watch for a shift from a defined concern into a blanket refusal. A buyer might say, “We do not approve AI tools.” Return to earlier wording. “Earlier you named customer records and an intake review. Are those the first questions for us to resolve, or did a new concern arise?” The question leaves room for new information without accepting a broad label as the whole story. When Priya names a new concern, add a row with an owner. When she repeats an earlier concern, ask which evidence would let her reviewer assess this concern.

Use a fictional practice situation before a call. A colleague plays Priya and opens with, “Our company paused AI purchases after a policy review.” Ask about policy wording, a single workflow, and the next review owner. Do not give a product speech. After ten minutes, compare your notes with the fictional facts your colleague intended. Mark every concern she did not name as an assumption. When an owner or deadline is absent, begin a second round with one follow up question.

After a fictional September 7 call, send Priya a note with visible ownership. “I noted open items for your September 15 intake deadline: a support workflow sample, a human review description, and your intake prompts. Please send the prompts when ready. I will return available material by Thursday morning. Then we will identify gaps before Friday.” This note records a plan without promising approval or assuming a result.

On Thursday morning, attach the mapped response and label every unanswered item as open. Ask Priya whether the support leader is available for a fifteen minute walkthrough before Friday. During the walkthrough, start with one fictional customer request. Trace who reads each part, who reviews a drafted reply, and which intake prompt lacks an answer. Place each answer beside its owner before the call ends.