What 88 Pianists Learned About AI Search Visibility

Lead With Evidence Nobody Can Dismiss Do not open with market forecasts. Open by running three prompts in the meeting: the question your best customer would have asked before they found you, the comparison question naming your main competitor, and the question asking who your company is.

Use the Soft Signals Deliberately Two free signals carry more information than their informality suggests. Add a how did you hear about us question to your enquiry form and read the free text monthly rather than the categories.

Handle the Statistics Carefully Numbers circulate in this field faster than anyone checks them, and using an unsourced one is the fastest way to lose a room. Attach the provenance to everything you cite:

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.

Those pages are your priority. Being listed accurately on the five pages assistants already quote is worth more than publishing twenty new articles nobody retrieves. Check each one for whether you appear, whether the details are correct, and whether the platform allows corrections.

Crawler access restored on a date. Listings claimed and corrected, with a count. Factual errors fixed on third party sources, with a count. Pages published that answer prompts your baseline showed were being answered badly. Reviews responded to.

Visibility in this channel is not a number you can look up. There is no console that reports how often an assistant named your company last month, and the tools that claim to supply one are sampling rather than counting. That does not make measurement impossible. It makes it manual, and manual is fine as long as you are honest about what you are measuring.

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. geo seo agency

The Mistake Almost Everyone Makes Prompt sets written by marketing teams use marketing language. They contain the category name the company uses internally, the segment labels from the positioning document, and the phrasing from the website.

What a Defensible Business Case Looks Like It states what cannot be measured. It reports inputs completed, with counts. It reports prompt set movement as fractions with visible run counts, split by intent. It includes the soft signals as anecdote clearly labelled as anecdote. It attributes every external statistic.

Then load your key pages with scripts disabled. Whatever remains is roughly what a retrieval system sees. If your product specifications, pricing or service areas vanish, that content needs to exist in the server rendered HTML.

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.

One caveat worth writing on the report: any figure produced by a third party visibility tool is a sample from that tool's own prompt set and infrastructure, not a census. Attribute it to the tool by name whenever you quote it, and never present it as a count of what happened. geo seo agency

Pick your moment as carefully as your argument. A proposal to investigate a new discovery channel lands very differently in a quarter where organic traffic is soft than in one where everything is comfortable. That is not cynicism, it is recognising that the case is fundamentally about attention, and the same evidence will be received quite differently depending on what else is competing for it.

A prompt set built from internal vocabulary measures how visible you are to people who already talk like you, which is a group that mostly consists of your own staff. It reliably produces flattering results and no useful information.

Second, prompts that presuppose a weakness: is this company expensive, are they slow, are they suitable for small clients. The answers reveal what the system believes about your reputation, and where the belief is wrong it points at a specific source you can correct.

The sources column is the one people skip and the one that generates the actual work. It tells you which third party pages your category's answers are built from, which is a target list you did not have to guess at. geo seo agency

Where to Get Real Language Four sources, all of which you already own. Sales call notes, where prospects describe their problem before anyone corrects their terminology. Support tickets, where customers describe things going wrong in their own words.

Write between fifty and two hundred prompts covering five types: the category question, the problem question, the comparison question, the question that names a competitor, and the question that names you directly. The last one matters because it reveals what an assistant believes about you specifically, which is often more alarming than being absent.