Why Your Competitors Show Up In ChatGPT And You Do Not

This is a plan rather than an explanation. It assumes you have already accepted that some of your buyers are asking an assistant for recommendations before they contact anybody, and that you would prefer to be named.

Check which agents you allow, confirm your important pages render meaningful content without scripts, and make sure nothing critical is trapped in a PDF or an image. This is the cheapest work in the whole discipline and it is routinely skipped.

This is also why review volume and recency show up so consistently in what gets cited. A platform with forty recent accounts of working with you is more informative than your own page saying customers love you, and it is treated accordingly.

The Signals That Mean Nothing A rising composite visibility score with no methodology attached. The vendor controls both the number and the prompt set behind it, and it can improve without anything changing.

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.

Insist on the raw answers. If a report cannot be disagreed with, it is not a report. This single requirement filters out most of the weak offerings in the market without needing any technical knowledge.

The output is a spreadsheet and it is the most important document in the project. It tells you whether you are named, whether what is said about you is true, who is named instead, and which pages your category's answers are actually built from.

What Brands Usually Get Wrong in Response The instinctive response is to publish more brand content, which addresses none of the above. The second instinct is to try to displace the review site, which is not achievable and would not help if it were.

Publish Your Own Comparison Anyway It will rarely be the most cited source in your category and it is still worth having, for two reasons. It puts a version of your figures into circulation stated correctly, and it is frequently the page journalists and roundup writers use when compiling their own comparisons.

Check Whether You Are Even Present Go to each of those recurring sources and look for yourself. The usual outcome is not that you are described badly. It is that you are absent, or listed with an old address, or categorised under something nobody searches for.

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.

Being missing from the five pages that generate your category's answers is a complete explanation on its own, and it is fixable without anyone's permission on the platforms that accept claims and corrections.

In most categories the result is the same shape: a review platform, an industry directory, one or two forum threads, a comparison article, occasionally a trade publication, and only then anybody's own website. The competitor is winning on pages neither of you owns.

The result is a content programme aimed at guesses. Sometimes it works by accident. Usually it produces pages nobody retrieves, and the diagnosis that would have directed the effort correctly costs a fraction of what the content did.

Finally, be prepared for the teardown to produce a finding nobody wants. Sometimes the competitor is genuinely better documented because they have been answering customer questions in public for years while your team answered them on the phone. There is no shortcut around that, and the only useful response is to start doing the same thing now rather than looking for a technical explanation that would be easier to fix.

Because there is no independent scoreboard in this channel, an engagement can run for a year on the strength of a number the supplier produces. That is an unusual amount of trust to extend, and it makes knowing what to check more important here than in any other marketing channel.

Getting onto that list is not luck and it is not a trick. It is a sequence of fairly unglamorous steps that make it easy for a model to find you, understand you and feel safe naming you. This is what that sequence looks like in practice. get recommended by ai

The condition is that it has to be honest. A comparison where every row favours you is transparent to readers and produces nothing quotable as an impartial claim. Name real competitors, use concrete axes, and state plainly where somebody else is the better choice.

The guard against this is boring and effective. Change one substantial thing at a time where you can, record what you did and when, and note the alternative explanations alongside your conclusion. Attribution in this channel is genuinely hard, and a team that admits that will make better decisions than one that produces a confident causal story after every movement.