A monthly workflow, that survives a busy month.

Most AEO programs fail through inconsistency rather than through doing the wrong things. A fixed monthly shape fixes that.

A monthly workflow, that survives a busy month.

The difference between a program that compounds and one that produces a good first quarter is almost always consistency. A defined monthly workflow, small enough to actually complete, beats an ambitious plan attempted twice.

Week one: measure

Run the prompt set across the assistants. Record results in the standing sheet. Note anything that changed sharply, and anything inaccurate that an assistant said about you.

Roughly forty minutes if the prompt set is twenty questions. Do not change the prompts; if a new question matters, add it rather than replacing one.

THE AI VISIBILITY MEASUREMENT LOOPPrompt setreal buyerquestionsRun enginesChatGPT, AIO,PerplexityLog citationswho is named,which URLShareof answers vscompetitorsActfix thegaps
The measurement loop we run for every client: fixed prompts, logged citations, share of answers.

The standing sheet, column by column

The workflow depends on one shared spreadsheet that outlives whoever is running it. A structure that works:

Keep one row per prompt per assistant per run. Pivot tables on that sheet answer most reporting questions without any paid tool.

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Week two: fix what measurement surfaced

Correct any inaccuracies found. Chase outstanding listing corrections from previous months. Check whether sources you were pursuing have published.

This is the week that quietly disappears when things get busy, and it is the one that produces most of the compounding.

Week three: improve one thing

Restructure one page for extraction, or add schema to a section that lacks it, or write one piece targeting a gap the measurement showed. One item, done properly.

The temptation is to plan five. Five planned and one completed is worse than one planned and one completed, because the unfinished four generate a sense of failure that erodes the routine.

Week four: outreach and review

One or two representation requests to sources from your target list. Then a short review: what moved, what did not, what is next month's one improvement.

Quarterly, step back and compare against baseline properly. Monthly comparison of a noisy metric mostly generates anxiety.

Handing the workflow over

Workflows fail at handovers: a marketer leaves, an agency changes, and the routine stops. Write a one-page runbook covering where the sheet lives, how to run the prompts, what counts as named, where the source list and outreach log are, and who has access to which accounts.

Store it next to the sheet, not in someone's inbox. A new owner with the runbook can pick up the routine in an hour; without it they usually start again from scratch, and the baseline is lost.

Adding first-party data to the routine

Once a quarter, add two numbers to the review: AI assistant referral sessions from analytics (ChatGPT, Perplexity, Gemini, Copilot, Claude as referrers) and self-reported “how did you hear about us” answers mentioning an assistant. If you use Bing Webmaster Tools, add the citation counts from its AI Performance report.

Those numbers are noisy on their own. Next to the citation trend from your prompt set, they help show whether being named is turning into visits and inquiries, which is the question the workflow ultimately exists to answer.

Quarterly review agenda

Once a quarter, spend an hour on five questions: How did citation rate and share of voice change on the fixed prompts? Which sources were gained or lost? Which inaccuracies remain? What did referral and intake data show? What are the three priorities for next quarter? Write the answers down; they become the next quarter's plan.

Frequently asked questions

How much time does AEO take each month?

A workable routine is roughly a day spread across four weeks: forty minutes measuring, a few hours fixing what measurement surfaced, one substantive improvement, and one or two outreach requests.

Why do AEO programs fail?

Usually inconsistency rather than wrong tactics. Measurement stops during busy periods, corrections go unchased, and six months later there is no history and no compounding.

How often should I review AI search results properly?

Record monthly, review properly quarterly. Monthly review of a metric that varies between sessions encourages reacting to noise.

Can one person run an AEO workflow part time?

Yes. For a business with one core offer and twenty prompts, a day a month is realistic once the initial fixes are done.

Should the workflow change over time?

The routine should stay stable so results are comparable. Add prompts at quarterly reviews without removing the originals, and adjust priorities rather than the method.

Sources & further reading

  1. Bing Webmaster Tools officially adds AI Performance report — Search Engine Land, Feb 2026
  2. AI features and your website — Google Search Central
  3. Google users are less likely to click on links when an AI summary appears in the results — Pew Research Center, Jul 2025
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