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Why ChatGPT Never Mentions Your Company

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Build the Prompt Set First Everything downstream depends on asking the right questions, and the most common mistake is asking questions phrased the way your marketing department talks. Buyers do not use your category name. They describe a problem. The Details That Get Quoted Locally Local recommendations turn on practical specifics, and most local sites omit all of them. Your actual coverage radius. Whether you handle emergency call outs and at what hours. Typical price range for a common job. Whether you are licensed, insured and to what level. The more useful signal is qualitative and free. Add one question to your enquiry form or your first sales call asking how the person came across you, and read the answers monthly. When people start saying an assistant recommended you, or start repeating a description of your business you did not write, something has changed in a way no dashboard captured. It cuts both ways. Stale pages with outdated figures get passed over in favour of current ones, and a competitor can displace you by updating a page you have left alone for two years. Dating your content and keeping figures current is a lightweight habit with an outsized effect here. None of these are traffic numbers, which is the uncomfortable part. Much of the value in this channel arrives without a click and shows up weeks later as somebody who already knew what you did before they contacted you. Nobody Independent Talks About You This is the cause most brands resist hearing. Assistants lean heavily on third party sources when making recommendations, because a company describing itself is a weak signal. If no review platform, directory, forum thread, comparison article or publication mentions you, there is nothing to corroborate your claims. Write Passages That Can Be Lifted Citation happens at passage level, not page level. A model attaches a source to a specific claim, which means the unit of work is a self contained paragraph that remains true and useful when removed from its surroundings. Fix the Access Problems You Find While the baseline runs, check the mechanical side in parallel. Confirm your robots.txt permits the crawlers that feed assistants. Look at server logs for those agents and see what status codes they receive, since a bot management product returning challenges will make you invisible without anyone noticing. Write these plainly and prominently. A page that says we serve the wider area and offer competitive pricing contains nothing a model can use. A page that says we cover a fifteen mile radius, charge a fixed call out fee, and can usually attend within four hours can be quoted directly into an answer. You Are Blocking the Crawlers The most common cause is also the least interesting. Your robots.txt disallows the user agents that feed AI systems, or a firewall rule is rejecting them, or a bot management product is serving them a challenge page they cannot pass. Where you serve several towns, resist the instinct to claim the widest possible area. A stated coverage radius that you genuinely honour is more useful than a list of thirty places you would only travel to reluctantly, because the specific claim gets quoted and the vague one does not. Being the obvious answer within a tight radius produces more work than being one of many possibilities across a county. Report frequency rather than presence. Being named in one run out of five is a genuinely different situation from being named in five out of five, and a report that collapses both to mentioned has thrown away the useful part. Fix the Prompt Set and Never Casually Change It Your prompt set is the instrument. If you adjust it between runs you are measuring your own edits, and any trend line you draw afterwards is meaningless. Anything a client cannot argue with is not a report. If you cannot open the document, disagree with a conclusion and point at the evidence that contradicts it, you have been sent a reassurance rather than an analysis. Tracking this is genuinely awkward, and pretending otherwise is how most reporting in this field goes wrong. There is no console. Answers vary between runs. Referral attribution is inconsistent between assistants. Anyone handing you a single confident number has hidden a great deal of variance behind it. 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. Read the Source List Before Anything Else Sort the cited domains by frequency. In most categories a handful of pages account for a large share of citations, and they are rarely brand sites. Review platforms, industry directories, a couple of forum threads and one or two comparison articles usually dominate. One structural decision saves a lot of trouble later. Keep the raw answers in plain text files named by date, assistant and run number, <a href="https://www.88pianists.com/">geo seo agency</a> rather than pasting them into a document that gets reformatted. Six months in you will want to search across every run for the first appearance of a competitor or a source, and a folder of plain files supports that while a slide deck does not.

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