Making Your Site Legible To Machines And Humans
How to Run the Ninety Day Review Ask three questions. Can you show me the prompt set is unchanged. Can you show me the raw answers. What specifically did you do, and which of the changes do you believe caused which movement.
Where Third Party Coverage Fits Even after all of the above, most citations in a commercial category will point somewhere other than your site. That is not a failure of your optimisation, it is how the system weighs self interested sources.
Overclaiming here is the main risk to your own standing. A proposal that promises a channel shift and delivers a corrected directory listing will be remembered. One that promised a baseline and delivered a baseline plus some unexpected fixes will be renewed. ai search visibility
That transparency makes it the best available proxy for how retrieval based answering behaves generally. Here is what the citation pattern reveals, and what a brand can actually do about it. ai search visibility
Blocking these is therefore not one decision. Turning away a training crawler is a defensible editorial position. Turning away the agent that fetches pages at answer time removes you from answers entirely, and the two are frequently confused.
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.
The pattern is consistent across most categories. Review platforms, industry publications, documentation, forum threads and comparison articles appear far more often than brand websites. When a brand site is cited it is usually a specification page, a pricing page or a technical document rather than a homepage or a landing page.
The third question matters most. A good answer names a cause, attaches a number and admits an alternative explanation. A weak answer describes activity in the language of effort without connecting it to anything observable.
What Should Not Have Happened Yet A large volume of new content. Twenty published articles by month three usually means the baseline was not used to direct the work, and the pages were commissioned before anyone knew which questions mattered.
Make Sure It Can Fetch You Check that your robots.txt permits the relevant crawler, and check your server logs for what it actually receives. Bot management products frequently serve challenge pages to legitimate retrieval agents, which produces total invisibility with no error anyone sees.
One thing to establish in week one is where everything lives. The prompt set, the baseline archive, the raw answers and the correction log should sit somewhere you control from the beginning rather than in the agency's systems. Retrieving them later is a negotiation. Having them from the start is an administrative decision nobody objects to at the outset.
Be prepared for the internal objection that this sends people to competitors. Some of it will, and those are mostly people who would not have bought from you anyway. The trade is that the page becomes usable as an impartial source, which is worth considerably more than the small number of poorly matched prospects it redirects, and the sales team usually agrees once they see which enquiries stop arriving.
The Blocks Nobody Chose Most blocking discovered during audits was never a decision. A disallow copied from a template. A staging rule that survived a migration. A security plugin with an aggressive default. A content delivery network setting labelled bot protection with a switch nobody has looked at since launch.
The Rendering Question This is the one real technical constraint. Content that only exists after JavaScript executes may be invisible to a retrieval fetch, which is not a browsing session and does not always run scripts.
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.
Study the citation lists in almost any commercial category and one format keeps appearing: the page that weighs named options against each other. Comparison articles, alternatives pages, best of roundups and side by side tables get quoted far out of proportion to how many of them exist.
If the baseline exists, access problems were found and fixed, listings were corrected with names attached, and the source list has begun to move, the engagement is on track even if mention rate has not shifted. If none of those happened, the next ninety days will not be different from the first. ai search visibility
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.