How Often Should You Re-Test Your AI Visibility

Use the first quarter to learn how they handle bad news, because there will be some. A rendering problem nobody anticipated, a correction request refused, a rewritten page that earns nothing. How those get reported in month two predicts how a flat quarter will be reported in month eight, and it is far easier to change supplier at ninety days than at a year.

Frame It as Insurance Where Appropriate For businesses whose category shows light assistant use, the honest framing is not growth. It is that the cost of entering rises as third party coverage fills in, and that a baseline taken now is what will let you attribute any future decline.

Be Honest About What Cannot Be Measured State the limits at the top rather than being caught out on them. There is no console reporting how often you were named. Referral attribution is incomplete because some assistants strip referrer data. Most of the channel's value arrives without a click.

How to Judge It at Day Ninety Re-run the original fifty prompts, the same number of times, under the same conditions. Compare against the baseline on three measures: how often you are named, whether the description of you is accurate, and which sources are being cited.

So the work splits in two. Make your own pages quotable, which you control entirely, and get accurately represented on the pages that already get cited, which you control only partly. Neither half works alone.

One preparation step is worth the effort. Before the meeting, check whether anyone in the business has already noticed something relevant: a customer who mentioned an assistant, a support ticket citing wrong information, a salesperson who was asked about a competitor comparison they had not seen. Internal anecdote carries disproportionate weight because nobody can dismiss it as vendor material.

Also watch what happens to your citations over time rather than checking once. A page that earns a citation and then loses it usually has a fresher competitor rather than a technical problem, and the fix is updating your figures rather than rewriting the page. Because retrieval runs live, that maintenance is cheap and it is the difference between a page that keeps earning and one that quietly stops.

Month Two: Corrections and the First Rewrites The work should now be concentrated on the recurring sources from the baseline. Expect a list of listings claimed, details corrected and errors submitted, with names and dates attached.

The pages that earn citations are consistent across industries: an honest comparison of the options including where you are not the right choice, a plain definition page for the thing you sell, a specifications page with real numbers, and a pricing page that says something concrete.

Days Thirty to Sixty: Correct the Record Take the ranked list of cited sources from phase one and go through it. On each source, check whether you appear, whether the details are right and whether the platform accepts corrections.

Days One to Fourteen: Find Out Where You Stand Somebody writes fifty questions your buyers would ask, in their words. They run each one three times across the two or three assistants your customers use, from a signed out session, and record the full answers and every source cited.

Freshness Counts More Than You Expect Because retrieval happens at answer time, a page published or updated this week can be cited this week. This is a meaningful difference from ranking systems where authority accrues slowly.

Generative Engine Optimization The broadest of the three in common use. It refers to being visible in systems that generate an answer rather than returning a list, which covers assistants, ai seo company summaries on results pages and any interface that synthesises rather than links.

Answer Engine Optimization Older and broader in origin. It predates the current generation of assistants and originally covered any surface that answers directly, including featured snippets, knowledge panels and voice assistants.

Weeks One and Two: The Baseline You should receive a prompt set for review, built from your sales notes, support tickets and search queries rather than from your website copy. Read it and check that it sounds like your customers.

Ask for a Small, Bounded Commitment Do not ask for a year. Ask for one quarter with a defined scope: run the baseline, fix access problems, correct the listings on the sources that appeared, publish two pages that answer the questions your baseline showed were answered badly.

Weeks Three and Four: The Access Findings A technical report covering crawler permissions, what the relevant agents actually receive from your server, whether bot management is interfering, and what survives on your key pages with JavaScript disabled.

Three acronyms, considerable overlap, and no governing body to settle the definitions. Different agencies use them differently, some interchangeably, and a few have invented a fourth to differentiate a proposal.