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Reviews · Sep 8, 2026 · 5 min read

AI systems read the language in reviews to build a profile of what a business actually does well. A detailed review naming the service and the result is worth about six generic five-star ratings. Here is how to get the kind that count.

When an AI assistant decides whether to recommend a local business, review substance matters about six times more than review count. The model reads the reviews. A review that says "replaced our water heater the same day, explained the two options, cleaned up after" tells it what you do, how fast, and how you treat people. A review that says "great service, five stars" tells it almost nothing, and fifty of them tell it almost nothing fifty times.

This is a genuine change from how Google's own local ranking has worked, where volume and rating carried most of the weight. ChatGPT-recommended businesses average 4.3 stars — high, but not perfect — and what separates them from the 4.6-star business that never gets mentioned is usually the text.

What a substantive review contains

  • The specific service. Not "they helped us" but "they did our kitchen remodel".
  • Something about the process. Timing, communication, how a problem was handled.
  • The outcome. What is different now.
  • Ideally, the location. A mention of the neighbourhood or city reinforces the geographic signal AI uses to match you to a query.

How to get them without begging

Change the question. "Would you leave us a review?" produces a rating. "What did we do for you, and how did it go?" produces a paragraph. Send it automatically — a text or email within a day of the job, with a link that opens the review form in one tap. Businesses that do this consistently go from single digits to dozens of detailed reviews within a few months, and the reviews read like evidence rather than applause.

Respond to every one

Responding to reviews increases consumer trust by about 45%, and your responses are text the model reads too. A specific, calm reply to a negative review — what happened, what you did about it — often does more for your profile than the review does against it. Silence reads as indifference to humans and to models alike.

Reviews are no longer a score. They are the primary text an AI reads to decide what your business is good at. Write the ask so the answer is worth reading.

Questions

Do AI assistants read the text of reviews?
Yes. They analyse the language in reviews to build a reputation profile — which services are mentioned, how outcomes are described, whether the tone is specific or generic. Review substance is about six times more important for AI visibility than the raw count.
How do I get customers to write detailed reviews?
Ask a specific question instead of asking for a review. "What was the job, and how did it turn out?" produces detail; "please leave us a review" produces "great service, 5 stars". Automate the ask by text or email right after the job, with a one-tap link.

Sources

  1. 1. CMC SEO — How ChatGPT Recommends Local Businesses in 2026
  2. 2. TwentyOne Solutions — How Local Businesses Show Up in ChatGPT (2026 Guide)

Related service

Review and Reputation Management

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