How should a B2B marketing team report AI-assisted buyer research to the board?

Some of your buyers now put their questions to AI assistants while they work out what to buy. A board that hears this will ask two things: where do we stand, and what are we doing about it. This guide is about answering both without overstating what the figures can bear.

What to report

Report three figures, each as a count over a base, with the interval beside it, for each assistant you measure.

• Mention rate. How often an answer names your company.
• Qualified recommendation rate. How often an answer puts your company forward as the choice, or a named alternative, for the need the buyer stated.
• Citation rate. How often an answer cites one of your own pages.

What metrics should a B2B marketing team use for brand visibility in AI search? defines each of them. Mention, citation and recommendation explains why they are kept apart.

Write each one as "N of M" or as a decimal. "Recommended in 12 of 40 prompt families, a rate of 0.30, with an interval from 0.18 to 0.45" is a statement a board member can check. "A visibility score of 30" is not.

Lead with the qualified recommendation rate. It is the figure closest to the buyer's shortlist. Put the mention and citation rates beneath it as the explanation.

Show the trend on the same questions

A figure on its own says little. A figure on the same questions, the same assistants and the same wording, period after period, says whether anything has moved.

Freeze the question set at the start and say so in the report. If you add or change questions, start a new series and say that the old and new are not comparable. Building a buyer-question set covers how to freeze one.

Keep each assistant as its own line. A rate for one assistant and a rate for another are never added or averaged, and a board slide that blends them hides the one place the movement happened.

Say what is uncertain

The interval is the plain-words way to do this. It says how high or low the true rate could be, given the evidence.

Here is how a change reads. One quarter, a brand is recommended in 12 of 40 prompt families, a rate of 0.30, interval 0.18 to 0.45. The next quarter it is recommended in 18 of 40, a rate of 0.45, interval 0.31 to 0.60. The rate has gone up by 0.15, but the two intervals overlap across most of their length. The honest report is that the figure has moved in the right direction and that the change has not yet been shown. Reading an AI visibility figure honestly sets out how the intervals are built.

Three other things belong in the report, each in a line.

• Missing answers. Any answer that could not be read is reported as missing, not counted as zero.
• Small bases. A rate over a handful of question families is a direction, not a measurement. Say which one it is.
• What the measure cannot see. It shows what assistants answered to your questions, on the days you asked. It does not show every buyer conversation.

A board will trust a report that says what it does not know more than one that does not.

What the board can decide

Reporting is only useful if it leads to a decision. Close the report with the choices that follow from it, and keep them concrete.

• Fund. Which evidence gaps are worth closing first, such as a missing page or a source that describes a competitor and not you. Evidence gaps turns a lost answer into a piece of work.
• Wait. Which figures rest on too few answers to act on, and how many more are needed.
• Measure. Which questions or assistants to add next, and what that costs. What AI visibility monitoring costs sets out how the cost follows the size of the set.

One page is enough: three figures, one trend line per assistant, three lines on what is uncertain, three decisions.

Tools and providers that report this

You can build this report by hand on a small question set. Past a few dozen questions, most teams use a tool for the repeated asking and the dashboards, and some use an agency for the analysis and the report.

The lines below say only what each company's own page says about reporting, on the date shown. They are complements to the method above, not a ranking, and nothing here says one is better than another.

Answer Position is one option as well. It is a UK agency for B2B technology brands, serving UK and EMEA vendors. Its Snapshot gives a standard report and a walkthrough of where a brand stands on a fixed question set, and its Monitor gives a monthly report with the five actions that matter most and a call each quarter, so the board paper arrives with its decisions already drawn out. Both are on our services page.

What to do first

Take the ten buyer questions that matter most, run each one three times on two assistants, and write the result as a count over its base with an interval. Add one sentence on what is uncertain and one decision for the board. That is a first report, and next quarter you will have a second one to set beside it.