Optimising for ChatGPT
Once ChatGPT can reach your site, the question changes from "can it see us?" to "why does it pick someone else?". This guide is for businesses that turn up now and then but lose most answers to a competitor, a directory or a review site.
It shows how to build a prompt set that reflects real customers, work out what the cited sources have that you lack, rewrite the pages that should win, and measure your share of citations over time. It assumes access is already sorted; if ChatGPT cannot find you at all, start with the invisibility guide.
- What "better" looks like in ChatGPT
- Building a prompt set that reflects real customers
- Reading the sources ChatGPT picks today
- Pages that are easy for ChatGPT to quote
- The fix, step by step
- Why other websites matter as much as your own
- What does not help, or is unproven
- If you sell products
- Questions and answers
What "better" looks like in ChatGPT
Being present is the floor, not the goal. Two businesses can both "appear in ChatGPT" while one is named first with a link to the exact service page and the other is buried in a list of eight with no link at all. Before you optimise, decide what you are measuring, because each of these improves through different work.
| Measure | What it tells you | How to record it |
|---|---|---|
| Citation rate | Out of all the prompts you track, how many cite a page on your domain. | Count cited prompts divided by prompts tested, per run. |
| Mention without link | ChatGPT names you but uses someone else's page as the source. | Note separately from linked citations. |
| Prominence | Whether you are the main recommendation or one name in a long list. | Record your position and whether the answer singles you out. |
| Landing page | Which of your pages is cited. The home page for a pricing question is a weak match. | Log the URL ChatGPT links. |
| Accuracy | Whether prices, areas served and services are described correctly. | Mark each answer right, partly right or wrong. |
| Competitor share | Which rivals and which third-party sites take the answers you want. | List every cited domain per prompt. |
A small business rarely needs dozens of metrics. Citation rate, landing page and competitor share, tracked monthly on the same prompts, will show you whether the work below is paying off.
Building a prompt set that reflects real customers
The most common mistake is tracking the wrong questions. Owners test their own brand name, see themselves, and conclude all is well, while customers are asking ChatGPT something quite different. Build your list from real evidence: enquiry emails, phone call notes, the search terms report in Search Console, questions staff hear every week, and the questions people post in forums about your trade.
Group the questions by intent, because ChatGPT treats them differently and you will need different pages to win each group. Here is an example for a fictional plumbing firm, Brightwater Heating of Bristol:
| Intent | Example prompt | What a winning page needs |
|---|---|---|
| Recommendation | "Who is a good heating engineer in north Bristol?" | Clear service area, credentials, reviews, how to book. |
| Cost | "How much does a combi boiler replacement cost in Bristol?" | Real price ranges, what changes the price, what is included. |
| Comparison | "Heat pump or new gas boiler for a three-bed semi?" | A fair comparison with the trade-offs, not a sales pitch. |
| Problem | "Why does my boiler keep losing pressure?" | Likely causes, what a homeowner can safely check, when to call someone. |
| Eligibility | "Can I get a grant for a heat pump in England?" | Accurate, dated scheme information with links to the official source. |
Twenty to forty prompts is enough for most small businesses. Write each one the way a customer would type it, including the town, and resist adding your brand name, because customers who already know your name are not the ones you are trying to reach.
Reading the sources ChatGPT picks today
OpenAI has not published a ranking formula for ChatGPT citations, so the most reliable guide to what it wants for your questions is what it already cites. For each prompt, open every source ChatGPT links and ask four questions:
- What type of site is it? A competitor's service page, a national directory, a review platform, a trade body, a news article, a forum thread or a government page. The mix tells you what kind of evidence ChatGPT leans on for that question.
- Which passage was used? Find the sentences that match the answer. They are usually short, direct and specific: a price range, a list of causes, a named area.
- What does that page have that yours lacks? Often it is simply a direct answer. Sometimes it is a figure, a date, a comparison table, or a clear statement of who the service suits.
- Could you honestly be a better source? If the cited page is an official scheme page, you will not replace it, but you can be the page cited alongside it for local detail.
Record the findings in a spreadsheet with one row per prompt: cited domains, the passage, and the gap. Patterns appear quickly. You might find that ChatGPT cites a directory for every recommendation prompt, which tells you that directory profile matters more than your home page for those questions, or that a competitor's cost guide wins every price question because it is the only page in your area that gives numbers.
Pages that are easy for ChatGPT to quote
ChatGPT builds its reply from passages, and it tends to link the page whose passage it actually used. A page can be excellent for a human who reads all of it and still lose, because the useful sentence is buried, vague, or split across a slider, an image and an accordion.
Before and after
Here is a typical opening from a cost page, followed by a version that gives ChatGPT something it can use:
BEFORE
At Brightwater Heating we pride ourselves on offering competitive,
transparent pricing on all boiler installations. Every home is
different, so get in touch for a free no-obligation quote today!
AFTER
A combi boiler replacement in Bristol typically costs between
[your lower figure] and [your upper figure] fitted, including removal
of the old boiler, a magnetic filter and a standard flue. The price
rises if the boiler moves room, the gas pipe needs upgrading or you
choose a higher-output model. We fit Worcester Bosch and Vaillant
boilers and quote a fixed price after a free survey.
The second version answers the question in its first sentence, names what drives the cost, and states facts that can be checked. Use your own genuine figures; the brackets are placeholders, not suggestions.
What tends to separate cited pages from ignored ones
- One question, one page. A page trying to cover every service answers none of them precisely.
- Numbers and names. Ranges, timescales, brands, standards, areas and dates are easier to lift than adjectives.
- Honest scope. Saying who the service does not suit makes the rest of the page more credible and helps ChatGPT match you to the right questions.
- A visible date. Prices and schemes change. A "last reviewed" date near the top shows the information is current.
- A named author with relevant experience for advice pages, such as the Gas Safe registered engineer who wrote the pressure-loss guide.
- Links to primary sources for anything factual you did not originate, such as a grant scheme or a regulation.
The fix, step by step
Step 1
Build a prompt set from real customer questions
Collect twenty to forty questions from enquiry emails, call notes, the Search Console queries report and the questions staff hear most. Write each one as a customer would type it into ChatGPT, including the town where relevant and leaving out your brand name. Group them by intent: recommendation, cost, comparison, problem and eligibility. Load the list into the AI Visibility Tracker so the same questions are asked each time you measure.
Step 2
Record who ChatGPT cites for each prompt
For every prompt, record in a spreadsheet whether you were cited with a link, mentioned without one, or absent, and list every domain ChatGPT linked. Open each cited page and copy the passage that matches the answer. Label each source as competitor, directory, review site, publisher, forum or official body. After one pass you will see which intents you lose and which kinds of site take them instead.
Step 3
Give each question cluster one page that owns it
Map every group of related prompts to a single page on your site that should be the answer. Where no such page exists, plan one: a cost guide, a comparison, a problem explainer or a service-area page. Where several pages half-answer the same question, merge them into one stronger page and redirect the others. Avoid building near-identical pages for each town or keyword, which help nobody and dilute the page you want cited.
Step 4
Rewrite the opening of each page to answer first
Put a direct answer of one to three sentences immediately under the main heading, before any introduction about your company. Match the heading wording to the way customers phrase the question. Make sure each key paragraph still makes sense if it is read on its own, without the one before it, because ChatGPT may quote it in isolation. Move essential facts out of images, tabs and pop-ups into plain text in the HTML.
Step 5
Add the specifics a summary can quote
Replace general claims with verifiable detail: genuine price ranges and what changes them, typical timescales, areas served, brands and standards you work to, qualifications, and a last-reviewed date. Add a short comparison table where customers weigh options, and link out to official sources for any regulation or scheme you mention. Give advice pages a named author with the relevant experience, and keep every figure consistent with your other profiles.
Step 6
Improve the third-party pages ChatGPT already trusts
Go back to the sources you listed in step 2. Where a directory, review site or trade body is cited, claim and complete your profile there with accurate services, areas and photographs. Ask satisfied customers to leave honest reviews on the platforms ChatGPT links. Offer useful, factual comment to local publications that already cover your trade. Never buy reviews or listings: it is unlawful in the UK and damages trust.
Step 7
Track your share of citations month by month
Rerun the same prompt set in the AI Visibility Tracker at least monthly and record the citation rate, the landing page cited and the competing domains. Compare each run with your baseline rather than with the previous single answer, since replies vary from run to run. Check Google Analytics for sessions with chatgpt.com as the source to see whether the citations send visitors to the pages you improved.
Why other websites matter as much as your own
For recommendation questions in particular, ChatGPT often cites pages that are about you rather than by you. That makes sense from its point of view: an independent review page or a trade association listing is evidence that someone other than the business vouches for it. You cannot control those pages, but you can influence whether they exist and what they say.
- Directories that ChatGPT actually cites for your prompts. Not every directory, only the ones your research in step 2 showed up. A complete, accurate profile on the right two or three is worth more than thin listings on fifty.
- Review platforms. Recent, detailed reviews that mention the specific service and area give ChatGPT concrete material. Reply to reviews professionally; the replies are public text too.
- Trade and professional bodies. Membership listings from recognised schemes are strong, factual signals about what you do and where.
- Local and trade press. Commenting accurately on a local story, or sharing genuine data from your work, earns mentions that are hard to fake.
- Forums and community sites. Answering questions helpfully under your real name can build mentions over time. Promotional posting tends to be removed and does more harm than good.
The brand mentions guide goes further into earning and tracking these references.
What does not help, or is unproven
A lot of advice about ChatGPT optimisation is recycled speculation. Be sceptical of anything that promises a shortcut.
| Claim | What is actually known |
|---|---|
| "Add an llms.txt file and ChatGPT will cite you." | OpenAI has not said that ChatGPT search reads or uses llms.txt. It may be useful for other purposes, but do not expect it to change citations on its own. |
| "Schema markup is a ChatGPT ranking factor." | OpenAI has not published that. Organization and Person markup can help identify who you are, which supports accuracy, but the visible text is what gets quoted. |
| "Hide extra text for AI crawlers." | Showing crawlers different content from visitors is cloaking. It risks penalties in search engines that ChatGPT may draw on, and it undermines trust if noticed. |
| "Stuff your pages with the prompts." | Repeating questions without answering them adds nothing to quote. One well-phrased heading and a real answer beats ten keyword variations. |
| "You can pay to be recommended." | There is no published way to buy a place in ChatGPT's answers or citations. |
If a tactic cannot be explained in terms of "this makes our page a clearer, more trustworthy answer to the customer's question", it is probably not worth your time.
If you sell products
Product questions such as "best waterproof walking boots under a hundred pounds" behave differently from service questions. OpenAI has been adding shopping features to ChatGPT that show product results, and it has published information for merchants who want their catalogue considered. Eligibility, supported countries and the details of those programmes have changed during their rollout, so read OpenAI's current merchant documentation before assuming it applies to a UK shop.
Whatever the programme status, the same fundamentals help product pages get cited: a descriptive product name, the specifications customers compare on written as text, clear price and stock information, accurate Product markup, genuine reviews, and a returns policy that is easy to find. Comparison and buying-guide pages that honestly explain which product suits whom are often the pages that earn the citation, with product pages linked from them.
For wider AI visibility on shops, the checks in the AEO Guide apply alongside your usual product-page SEO.
1. How do I get ChatGPT to recommend my business?
There is no switch that makes ChatGPT recommend you. What you can do is give it good reasons. Make sure there is a clear page for each service and area you cover, with a direct answer, real prices, credentials and reviews. Make sure the directories, review sites and trade bodies it cites for your questions have accurate, complete profiles for you. Then measure a fixed set of customer questions every month so you can see which changes move the results.
2. Why does ChatGPT cite a directory instead of my own website?
Often because the directory page answers the question more directly, or because an independent listing is treated as better evidence for a recommendation than a business describing itself. Compare the two pages side by side for the prompt in question. If the directory lists your services, area and reviews in plain text while your own page leads with a slogan, rewrite your page. Also make the directory profile complete and accurate, because being cited through it still sends customers your way.
3. Does llms.txt help me get cited by ChatGPT?
OpenAI has not said that ChatGPT search uses llms.txt, so there is no evidence that adding one will increase your ChatGPT citations. It is a proposed convention that some tools and developers use to find a site's key documentation. Adding one does no harm and may help other systems, but it will not make up for pages that do not answer the question clearly. Spend your time on the pages themselves before the file.
4. How many prompts should I track for ChatGPT?
For most small businesses, twenty to forty prompts covers the main services, the main towns and the common question types without becoming unmanageable. Larger sites may need more, grouped by product line or topic. What matters more than the number is consistency: use the same wording each time you measure, ask in clean sessions, and repeat each prompt more than once, because ChatGPT answers vary from run to run and one reply is not a trend.
5. How long does it take for page changes to affect ChatGPT answers?
There is no published timescale. The crawler has to revisit the page, and ChatGPT has to judge the new version more useful than the alternatives for a given question. In practice, check your access log to confirm the updated page has been fetched, then measure the same prompts over the following weeks. Answers from the model's trained knowledge, with no sources shown, will not reflect your changes until a newer model is released.
6. Is it worth creating a page for every town I cover?
Only if each page has genuinely different, useful content for that place, such as the specific areas, typical jobs, local regulations or projects you have completed there. Near-identical pages with the town name swapped are doorway pages, which search engines treat as spam and which give ChatGPT nothing distinctive to cite. A single, detailed service-area page listing the places you cover, backed by real local examples, is usually the stronger choice for a small business.
7. Can I see which of my pages ChatGPT sends visitors to?
Partly. OpenAI has said links in ChatGPT search results include utm_source=chatgpt.com, so in Google Analytics 4 you can view sessions from that source and the landing pages they reached. Some visits arrive without the tag, for example when a link is copied, so the numbers undercount. Combine analytics with your prompt tracking: if a page is cited often but gets few visits, the answer may already satisfy the question, which is still useful brand exposure.
The AI Visibility Tracker asks AI assistants the questions your customers ask and records whether your brand is cited, mentioned, recommended or missing, so you can see which prompts you win and track progress over time.
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