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The 8 ChatGPT prompts that reveal if AI recommends your business (2026)

By Lior Mechlovich · June 5, 2026

Most owners find out the hard way. A customer mentions they "asked ChatGPT and called the other guy," and that's the first time it occurs to them that AI is now picking sides in their market.

You don't have to wait for that. You can ask the AI yourself, today, in about 15 minutes, and find out exactly where you stand. Below are the 8 prompts I run — the same ones behind our audit — plus what each answer is actually telling you. Open ChatGPT, Perplexity, and a Google search with AI Overviews on, and work down the list. Swap in your trade and city.

How to read the answers (before you start)

One rule makes this useful instead of confusing: you're not looking for a ranking, you're looking for a pattern. Run each prompt two or three times, in more than one engine. Note two things every time — are you named, and which sources did it cite (Perplexity and AI Overviews show sources clearly; in ChatGPT, ask it to list them). The sources are the part that tells you what to fix.

The 8 prompts

1. "Best [trade] in [city]" — the headline test

best plumber in Charlotte

This is the exact question your customer asks. If you're named, you're in the game. If you're not, everything below tells you why. Note who is named — those are the businesses the AI is confident about, and they're your benchmark.

2. "[Trade] near me in [neighborhood]" — the hyper-local test

plumber near me in South End Charlotte

The headline city term and the neighborhood term often return different businesses. If you win the city but lose your own neighborhood, your Google Business Profile service-area and address signals are weak for where you actually work. If you win the neighborhood but lose the city, you're known locally but thin on the broader authority signals.

3. "Who is the most reliable / most trusted [trade] in [city]" — the trust test

who is the most trusted plumber in Charlotte

This swaps "best" for a trust word. AI answers it by leaning harder on review sentiment and third-party mentions. If you appear for "best" but vanish for "most trusted," your reviews are thin, old, or your reputation lives in fewer places than your competitors'.

4. "Cheapest / most affordable [trade] in [city]" — the intent test

most affordable plumber in Charlotte

Different buyer, different answer. You may not want to win this one — but knowing whether AI slots you as premium or budget tells you how it has categorized you, and whether that matches how you actually price.

5. "[Trade] for [specific service] in [city]" — the specialty test

plumber for tankless water heater install in Charlotte

Specific service prompts are where a smaller shop beats a big brand. If your website and profile clearly state your specialties, you'll show up here even when you're absent from the broad term. If you're missing, your services aren't spelled out where the AI can read them — a fixable gap on your GBP and site.

6. "Open now / emergency [trade] in [city]" — the urgency test

emergency plumber open now in Charlotte

High-value, high-intent. AI answers this from your hours and your "24/7" or "emergency" signals across profiles. If you offer emergency service but don't show up here, your hours and emergency attributes aren't set on your Google Business Profile — one of the highest-ROI five-minute fixes there is.

7. "Compare [you] and [competitor]" — the head-to-head test

compare [Your Business] and [Competitor] for plumbing in Charlotte

Name yourself directly against a rival. This reveals what the AI actually knows about you — and whether it knows you at all. If it can describe your competitor in detail and has little to say about you, you have a presence problem: the sources AI reads are thin on you. If it gets facts about you wrong, you have a consistency problem to fix at the source.

8. "What do people say about [your business]" — the reputation-source test

what do people say about [Your Business] in Charlotte

This surfaces where your reputation lives and what it says. Read the sources it pulls — Yelp, Google, Reddit, BBB. Two findings matter: if it cites very few sources, you're under-represented on the directories AI trusts; if it surfaces an old complaint or wrong information, you've found something to address directly at that source.

Turning the answers into a fix list

After all eight, you'll see a pattern. Map it like this:

  • Named almost nowhere → foundation problem. Your Google Business Profile is thin or unclaimed, or your name, address, and phone don't match across listings. Start there.
  • Named for "best" but not "trusted" / "what do people say" → review problem. Reviews are old or too few. Ask three customers a week.
  • Named for the city but not specialties or emergency → profile-detail problem. Your services, hours, and attributes aren't filled in where AI reads them.
  • Competitor described in detail, you aren't → presence problem. You're missing from the directories and third-party mentions the AI trusts. Yelp gets cited in about one in three local-intent AI answers per BrightLocal's 2025 study — start with the ones it actually reads.

Do this, then automate it

Run the eight prompts once by hand. It's the fastest way to understand your own AI visibility, and it's free. Then, if you'd rather not do it every month across four engines, run our free check — it runs this diagnostic plus the GBP, listings-consistency, and review-recency audits behind it, and hands you the prioritized fix list instead of a pile of screenshots.

For the why behind all this, see how AI decides which local business to recommend. For the step-by-step fixes, see the local AEO playbook.

Sources:

More for plumbers in cities mentioned above


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