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Does ChatGPT recommend you?

Win the questions your competitors own

When the same two or three competitors appear in most ChatGPT answers, something public about them answers the question well. In about 4 hours you find out what that is, then answer the same question better on your own site and on the sites AI cites.

· By the Letzscale team · 8 min read

On this page
  1. Why it matters
  2. Three words used here
  3. Have these ready
  4. Find the gaps and close them
  5. A filled-in worksheet
  6. Confirm the work is complete
  7. What usually goes wrong
Time
4 hours
Difficulty
Medium
Who
The owner or your marketing person
You need
Your scorecard with competitors named, and your pages
Checked
13 October 2026

Part of the Letzscale guides: free, step-by-step fixes that help ChatGPT and other AI assistants find, understand and recommend your business. New here? Start with Guide 01: Check what ChatGPT says about your business.

Why it matters

If "Restaurant A" is named in eight answers out of ten, the assistant has found something on or about Restaurant A that fits the question. It might be a clear page, a listing on a site the assistant trusts, or many recent reviews.

All of that is public. You can read it, write down what they have and you lack, and fix the gaps on your own site and on the same sources.

Two rules for the whole guide. Never copy a competitor's text, and never make claims about them you cannot prove. You win by being clearer and more specific about your own business.

What a pattern looks like

A wedding venue near Mondorf asked "Quelle salle pour un mariage de 120 personnes près de Mondorf ?" on four assistants. The same three venues led every time, and it appeared in none. Each of the three had a page for exactly that question, with capacity, prices and a photo gallery, and two appeared in a "best wedding venues" list that the answers cited. That told the owner which page to write and which list to get onto.

Example with fictional businesses.

V2 · V3Got your Snapshot or Starter audit? This guide fixes V2 (competitors recommended instead of you) on page 04, Competition. The Starter audit also marks V3 there: a question or language no competitor wins yet, which is the easiest place to start.

Reference

Three words used here

Cited source

A website the AI answer links to, usually shown as a small link, a number or a "Sources" list. ChatGPT search, Perplexity, Copilot and Google AI Overviews often show them. These are the pages the assistant used, or pointed to, when it answered.

Matching page

The page on the competitor's own website that answers the question best. For "lunch with a private room in Kirchberg", that is their private dining page, not their homepage.

Gap

Something the competitor shows in public that you do not, or show less clearly. For example: they list their menu prices, you write "on request".

Before you start

Have these ready

  • Your scorecard from Guide 01, with the competitors and the cited sites written down for each answer.
  • Your offer pages, ideally already rewritten with Guide 06: Write pages ChatGPT can quote.
  • A login to your website editor, or your web agency's contact.
  • A spreadsheet (Excel or Google Sheets) for the worksheet below.

Steps

Find the gaps and close them

  1. Pick three questions a competitor wins

    In your scorecard, filter the questions without your name. Keep the rows where you scored 0 and the same competitor was recommended.

    Choose three. Prefer questions that bring paying customers and that came back in several assistants or languages. A competitor named once in one assistant is not a pattern yet.

    • Good: "Restaurant avec salle privée à Kirchberg" where Restaurant A appears in ChatGPT, Gemini and Google.
    • Skip for now: a question where five different businesses appear and none twice.
  2. Open the sources the answer cited

    Ask each question again in a new private window, the same way as in Guide 01. Open every source link in the answer, plus the competitor's matching page.

    For each source, write down in your own words what it says about the competitor. Is it a listing, a review site, a news article, a "best of" list? Are you on it too?

    Open each source. Here the winner has its own page for the question, and two other sites repeat it. Fictional businesses.

    Answers change between attempts. If a competitor appears but no sources are shown, ask once more or try an assistant that shows links, such as Perplexity or Google.

  3. Fill in the gap worksheet

    Use one worksheet per question. Compare the competitor's matching page and listings with yours, line by line. Answer each line with what you see, not with what you think.

    gap-worksheet.csv
    Question:,[paste the exact question],,,
    Competitor:,[name],Date checked:,[YYYY-MM-DD],
    Check,Competitor,Us,Gap? (Yes/No),Fix (guide)
    Direct answer in the first lines of the page?,,,,
    Offer named the way the customer asks?,,,,
    Place named (town or district)?,,,,
    Page in the language of the question?,,,,
    Prices or price ranges shown?,,,,
    Proof shown (reviews / awards / memberships)?,,,,
    Listed on the sites the answer cited?,,,,
    Reviews (number and how recent)?,,,,
    Page updated recently with real changes?,,,,
    Other sources cited (press / lists / guides)?,,,,

    Paste it into Excel or Google Sheets and split text into columns by comma. Keep notes short, such as "yes, top of page" or "no, only in German".

  4. Decide the fix for each gap

    Each "Yes" in the Gap column gets one fix. Most gaps fall into one of four groups:

    GapFixGuide
    No direct answer, offer or place unclear, no prices, no proofImprove your pageGuide 06: Write pages ChatGPT can quote
    Not on the listings or review sites the answer citedAdd or complete your listingsGuide 07: Get listed where ChatGPT looks in Luxembourg
    No page in the language of the questionAdd a language versionGuide 08: Be visible in French, German and English
    Wrong or old facts about you on the cited sitesCorrect the factsGuide 04: Correct the wrong facts

    Fix the sources too. If the answer cited a site you are missing from, a better page alone may not be enough.

  5. Write or update one page per question

    For each of the three questions, have one page on your site that answers it. Start from your existing offer page if it fits; create a new page only if nothing fits.

    • Answer in the first two lines. "Yes, our private room seats 8 to 16 guests for business lunches in Kirchberg, from €45 per person."
    • Be more specific than the competitor. Exact hours, price ranges, the languages you speak, how fast you reply.
    • Add proof you can show. Reviews, awards, memberships, quoted with permission.
    • Write it yourself. Google asks whether content adds original value and does not simply copy or rewrite other sources. Copying with small changes is listed in its spam policies.
    • Change the date only when you change the content. Google lists changing dates to make pages seem fresh, without real changes, as a warning sign.

    Comparing yourself with a competitor

    You do not need to name competitors to win these questions. If you do compare, EU rules on comparative advertising (Directive 2006/114/EC) require the comparison to be objective, verifiable and not misleading, not to denigrate the competitor, and to meet the other conditions in Article 4. Check with your lawyer before publishing a comparison.

  6. Ask the same questions again in 4 to 6 weeks

    Use the same questions, assistants and languages as in your scorecard. Compare totals: how many answers named you before and after.

    Search engines and assistants need time to find a new or changed page, and nothing guarantees they will recommend it. If nothing has moved after two rounds, go back to the worksheet and look at the sources you have not fixed yet.

Example · fictional

A filled-in worksheet

Question: "Dentiste à Esch-sur-Alzette avec rendez-vous le soir ?" Practice A was named in 4 of 5 assistants; our practice in none. Both practices and the findings are invented to show how to fill in the sheet.

CheckPractice AUsFix
Direct answer in the first lines?Yes: "Open until 20:00 Mon to Thu"No, hours are in the footerGuide 06
Offer named the way the customer asks?"Rendez-vous le soir""Flexible scheduling"Guide 06
Place named?Esch-sur-Alzette, with streetOnly on the contact pageGuide 06
Language of the question?French pageEnglish and German onlyGuide 08
Prices or ranges?Check-up price shownNoneGuide 06
Proof?Dentists' names and diplomasSameNo gap
Listed on the sites cited?Yes, on bothOn one, old addressGuides 07 and 04
Reviews?Many, several this monthFew, mostly oldAsk recent patients
Page updated recently?Hours changed in SeptemberNot since 2024Guide 06

Result: one French page on evening appointments in Esch-sur-Alzette, opening with the hours, plus a corrected listing. No mention of Practice A anywhere on it.

Check it worked

Confirm the work is complete

Done when

  • You have one filled-in worksheet for each of your three questions.
  • Every gap marked "Yes" has a fix and a guide next to it.
  • Each question has one page on your site that answers it in the first two lines, in the question's language.
  • You are listed, with correct facts, on the sites the answers cited.
  • A date 4 to 6 weeks from now is in your calendar to ask the questions again.

Common mistakes

What usually goes wrong

  • Copying a competitor's page. Their wording describes their business. Copied text adds nothing new, and Google lists copying with small changes in its spam policies.
  • Chasing every question at once. Ten half-done pages help less than three clear ones. Finish three, measure, then pick the next three.
  • Judging on one answer. The same question can name different businesses on different days. Compare totals across assistants and attempts.
  • Fixing only your page. If the answer cited a listing or review site, the competitor may be winning there. Get onto the same sources.
  • Making negative claims about competitors. "Cheaper than Restaurant A" needs proof you can show. Write about what you offer instead.

Sources, checked 13 October 2026

  1. Google: Creating helpful, reliable, people-first content
  2. Google: Spam policies, scraping
  3. Google: AI features and your website
  4. EUR-Lex: Directive 2006/114/EC on misleading and comparative advertising, Article 4
Win the ChatGPT questions your competitors own | Free GEO guide | Letzscale