ChatGPT pricing guide hack

A local service company can try to get cited in ChatGPT and Google’s AI answers by publishing city-by-city pricing pages that read like source material, not ads. OpenAI says ChatGPT search shows inline citations from web sources, and Google says its AI features surface links from the open web using standard search systems. (help.openai.com) (developers.google.com) The tactic now circulating in local marketing comes from an X post by the account @boringlocalseo, which argues that landscapers should publish pages such as “lawn mowing prices in Montego Bay,” add comparison tables and frequently asked questions, and then seed those pages into local online groups. The post itself is public on X, though the platform’s page did not render text in this session. (x.com) The mechanics are straightforward: if a chatbot searches the web for “how much does lawn care cost in Montego Bay,” the model is more likely to quote a page that already answers that exact question with a price range, service list, and place name. OpenAI’s help center says ChatGPT search may rewrite a prompt into targeted queries and may use general location information to improve local results. (help.openai.com) Google is not telling businesses to build special “AI pages.” Its Search Central documentation says there are “no additional requirements” to appear in AI Overviews or AI Mode beyond the same foundational search practices used for regular Google Search. (developers.google.com) That means the “hack” is mostly a packaging strategy: put concrete local facts on crawlable pages in a format machines can lift, compare, and cite. Google says AI Overviews and AI Mode can use a “query fan-out” technique that runs multiple related searches and identifies supporting pages across subtopics. (developers.google.com) For a landscaper, that favors pages with specific service names, neighborhood or city names, and clear price bands over generic homepages that just say “call for a quote.” Google’s local business documentation says structured data can tell Google about hours, departments, and other business details, and it advises publishers to keep pages accessible to crawlers and submit updated URLs for recrawling. (developers.google.com) The same logic applies inside ChatGPT’s web search product. OpenAI says ChatGPT can automatically search when a question would benefit from web information, can send more than one targeted query to search providers, and can show users source links directly in the answer. (help.openai.com) (openai.com) There are limits to the tactic. Google says AI features still rely on its normal ranking and policy systems, and appearing in AI answers is not guaranteed; pages still need to be indexed, technically accessible, and useful to users. (developers.google.com 1) (developers.google.com 2) There is also a trust problem if businesses publish prices that are too vague, too old, or too aggressive. A pricing guide that says “yard cleanup starts at $150 in Montego Bay” gives a machine something to cite, but it also gives customers a number they can hold a company to if the page is inaccurate. (help.openai.com) (developers.google.com) The short version is that local firms are starting to write for answer engines the way they once wrote for search engines: one city, one service, one page, one clear answer. If those pages are specific enough, the next machine-generated answer about Montego Bay lawn prices may quote the business that published them first. (openai.com) (developers.google.com)