By Elavenil Elangovan · Last checked: October 20, 2026

Picture this. A customer asks ChatGPT, “Is JamfuellMeals any good?” The answer comes back in two seconds. It mentions a complaint you fixed years ago and skips the dozens of happy customers since.

That’s online reputation management for small business now. Your reviews have a new reader. It doesn’t sleep, it doesn’t get bored, and it has no idea your one bad Tuesday was the week the oven broke. And how AI Reads Your Reviews and show to your readers is the big question for most of the small business owners to know.

In this guide I’ll walk you through three things:

• Where Google’s AI and ChatGPT actually get their review information (and where nobody knows yet)
• How to handle bad feedback without breaking Google’s rules or the law
• A monthly cycle you can run in about an hour

I’ll stick to what the sources say and flag the guesses. (If you’re curious, here’s how I use AI in my own work.)

What online reputation management for small business looks like now

Online reputation management is watching, answering and improving what people say about you online. That part hasn’t changed.

What has changed is who’s reading. It used to be people scrolling your Google profile. Now it’s people plus AI tools that summarize your reviews for them.

In BrightLocal’s 2026 consumer survey of 1,002 US adults, 45% had used AI tools for local business recommendations, up from 6% the year before. ChatGPT was used by 31% and Google AI Mode by 23%. It’s a US survey, so UK readers should read it as a direction of travel.

In the same research, 88% of the AI users said they fact-check the reviews AI tools cite. So AI sends people straight back to your real reviews. The profile still has to hold up when they get there.

How AI assistants and Google’s AI actually read your reviews?

Google’s AI and ChatGPT don’t read the same places, so one review strategy doesn’t cover both.

1. Google AI Overviews and AI Mode

Google says its generative AI features “are rooted in our core Search ranking and quality systems.” They pull information from the Search index and use something called “query fan-out,” which means splitting your question into smaller searches. Google also says Business Profiles help businesses be visible “in both AI responses and other Google Search results.” (Source: Google’s guide to its generative AI features.)

For normal local results, Google is clearer. Prominence is based partly on “how many reviews you have,” and “More reviews and positive ratings can help your business’s local ranking.” That’s from Google’s page on how Google ranks local businesses. It’s about local ranking, not AI specifically.

Then there’s the data. Cheers, a company that sells an AI visibility tool, tracked 9,435 Google AI Mode answers to home-services questions in US and Canadian cities between August 31 and September 20, 2026. AI Mode showed a Google rating and review count for 90% of the businesses it named, and 83% of those had 4.8 stars or more. AI Mode also cited Google’s own pages in 95.5% of answers. (Source: Cheers’ study of 34,742 AI answers.)

Cheers itself says these are associations, not how Google ranks. It’s also one vendor’s sample of home-services searches outside the UK.

One more honest flag. Google publishes no weighting for reviews inside AI Overviews or AI Mode, and it says the two “may use different models and techniques” (Google’s AI features documentation). So data about AI Mode doesn’t automatically describe AI Overviews.

2. ChatGPT

This is where most advice online gets it wrong. ChatGPT rarely cites Google pages.

In the same Cheers research, ChatGPT cited a Google page in just 0.1% of 9,434 answers. It leaned on directories instead: Expertise.com in 32.1% of answers, Angi or HomeAdvisor in 29.4% and BBB in 14.5% (Cheers on ChatGPT’s local sources). Same limits as before: one vendor, home-services questions, US and Canada.

So where do the star ratings on ChatGPT’s map come from? Partly Yelp, it seems. In July 2026, Yelp agreed to license its reviews, ratings, photos and business details to OpenAI, so ChatGPT can show them with Yelp branding and links (Yelp’s deal with OpenAI, as reported by Axios and Search Engine Land). In Cheers’ sample, about a third of the rated business cards on ChatGPT’s map linked to Yelp.

OpenAI’s own help page says ChatGPT search “sometimes partners with other search providers” and may share your approximate location with “trusted third-party providers” for things like nearby business listings (OpenAI’s help page on ChatGPT search). It doesn’t name the listing provider, so the full source of ChatGPT’s map and business-card data isn’t public.

For history: in a 2025 Search Engine Land test, ChatGPT could only quote a Google rating when a site indexed by Bing had repeated it. That test is from May 2025, before the Yelp deal, so treat it as an older snapshot.

What this means for you:

• For Google’s AI, your Google Business Profile matters most.
• For ChatGPT, the directories and review sites in your trade, plus your own website, carry more weight in the data we have.

If you’re a plumber with a lovely Google profile and a forgotten, half-filled Angi page, ChatGPT may be reading the forgotten one.

AI reads patterns, not single stars

BrightLocal puts it well: AI tools “look for patterns across multiple sources,” and “key nuances from individual reviews can be lost” (BrightLocal).

Google also offers Gemini-powered review summaries to app developers that pull “the top themes from user reviews” (Google’s AI review summaries). That’s a developer product, not proof of how AI Mode works.

My reading of it (an inference, not a confirmed rule): a theme repeated across many reviews, say “slow to call back,” is what a summary is most likely to repeat. One grumpy review is noise. Ten reviews saying the same thing is a headline.

What nobody has confirmed yet

Here’s what’s still unknown. I’d rather tell you than pretend.

• Whether your reply rate or reply speed changes what any AI tool says about you. Google advises replying, but no source I found ties replies to AI answers.
• How much the feelings inside review text are weighted by any engine.
• Whether AI Overviews treat reviews the same way AI Mode does.

If someone tells you they know the exact formula, ask them which engine, which week and which city.

How to fix negative feedback without making it worse?

Reply calmly in public, fix the cause in private, and only report reviews that actually break the rules.

Reply the way Google recommends

Google’s own tips for getting reviews cover replies too. In short:

• Be professional and keep it short.
• Apologize when it’s appropriate. Don’t take the blame for things outside your control.
• Never share private details about the customer.
• Invite complicated cases to phone or email.
• Reply promptly.

Two details owners often miss. First, the reviewer is notified when you reply, and they “can still change their review” after reading it (reply to reviews on your Business Profile). Second, Google says “A mix of positive and negative feedback often feels more trustworthy.” So one bad review isn’t the end of the world. It can make the good ones look real.

Customers notice replies. In BrightLocal’s 2026 Local Consumer Review Survey, 89% said they expect owners to respond to reviews, and 50% said templated replies put them off. So use the two below as a starting point and make them sound like you.

Template 1: a fair complaint

Hi [name], thank you for telling us. You’re right, [the specific thing] wasn’t good enough, and I’m sorry. We’ve [what you changed] so it doesn’t happen again. If you’d like to talk it through, call me on [number] or email [address]. [Your name], [role]

Template 2: a complaint where you dispute the facts

Hi [name], thanks for your feedback. I’ve looked into this, and our records show [the fact, stated calmly, with no private details]. I’d still like to understand what went wrong for you. Please call [number] or email [address] and ask for me. [Your name], [role]

Notice what’s missing: no discount, no freebie, no “we’ll make it right if you update your review.” More on that below.

When a review can actually be removed

Google is blunt about it: “only those that violate Google policies are eligible for removal.” And “Do not report a review just because you disagree with it.” (Source: report a review that breaks Google’s rules.)

If a review does break the rules, the process looks like this:

1. In your Business Profile, open the reviews and choose Report on the review.
2. Track its status in Google’s Reviews Management Tool.
3. If Google rejects it, you get a one-time appeal.

Google says the evaluation “typically takes several days.” Owners in Google’s own community forum describe waits much longer than that, so be patient and keep your evidence.

If someone posts a fake review and then asks for money to remove it, that’s extortion. Google has a dedicated report form for review extortion and tells owners: “Do not engage with or pay the malicious individuals.”

What not to do

On Google, don’t offer anything for a review. Google’s policy bans incentives “in exchange for posting any review or revision or removal of a negative review” (Google’s review policy). That includes payment, discounts and free stuff.

In the US, don’t threaten anyone. The FTC’s review rule (16 CFR Part 465, in effect since October 21, 2024) bans groundless legal threats, physical threats and intimidation to get a review removed. FTC staff say contacting an unhappy reviewer to resolve the problem is fine. They also say paying a customer to remove a truthful negative review “may violate the FTC Act.” (Source: the FTC’s review rule Q&A.)

Don’t argue in public. The reviewer had one bad afternoon to describe. Your reply sits under it for years.

Fix the cause, then say so

A good reply helps. Fixing the cause helps more, because it changes what the next ten reviews say.

A public example: Lupo, a Seattle pizzeria, got a 2018 newspaper review calling its crust “very limp and extra droopy.” The owners started making their own sourdough dough and hired a chef, and the paper later described it as thriving (Seattle Times, 2023). That was a critic, not a customer review, but the lesson holds.

The monthly cycle: ask, reply, fix, show, then check what AI says

One hour a month, five steps, same order every time.

Ask every customer, the same way

Google allows businesses to ask for genuine reviews “without offering incentives” The easiest way is a Google review link or QR code. Put it on receipts, in thank-you emails, at the end of a chat, or printed in store. (Google says QR codes can only be generated in a computer browser, so save yourself a hunt on your phone.)

Asking works. In BrightLocal’s 2026 survey, 78% of consumers had been asked for a review in the past year, and 83% of those went on to leave one.

The rule that trips people up is review gating. That’s asking only the customers you think are happy. Google bans it: businesses may not “selectively solicit positive reviews.” FTC staff say asking only happy customers “could violate the FTC Act” too. Google also bans staff review quotas, pressuring people to review while they’re on your premises, and telling customers what to write.

Yelp is different. Yelp asks businesses not to ask anyone for Yelp reviews at all . With Yelp data now flowing into ChatGPT, that page matters more than it used to. Ask for Google reviews, and simply keep your Yelp page accurate and complete.

Reply to new reviews

Use the reply rules above. Google suggests skipping identical “thank you” replies and writing ones that add something.

Fix one theme

Read the month’s reviews, pick the one complaint that repeats and fix it. Just one. If the pattern disappears from new reviews, AI has less to repeat.

Show the good ones, honestly

Google lets you share a direct link to a review, which is handy for your website or social posts.

A caution for US businesses: FTC staff say reviews you feature in your marketing become testimonials, and “the use of non-representative consumer reviews in marketing could be deceptive.” So show real, typical reviews, not only the one that reads like a love letter.

For UK businesses: since April 2025, fake reviews and concealed incentivised reviews are banned practices under the Digital Markets, Competition and Consumers Act (DMCC Act). If you publish reviews on your own site, the CMA expects you to take appropriate steps to make sure they’re genuine. (Source: the CMA’s review guidance.)

Check what AI says about you

Most guides skip this step. Please don’t.

Pick three to five prompts your customers might actually type. For example:

• “Is [business name] legit?”
• “What do customers say about [business name]?”
• “Best [service] in [city] with good reviews”
• “[Business A] vs [Business B], which has better reviews?”
• “Does [business name] have any complaints?”

These are my examples, not measured data. Ask them in Google AI Mode, ChatGPT and any other assistant your customers use. Each time, write down the date, the engine, the city, what it said and which sources it cited.

Then repeat it. Cheers’ own advice is that one AI answer is a sample, not a ranking. Answers change week to week, so run the check more than once before you decide anything.

For your own website, Google Search Console now has a Generative AI performance report (mentioned in Google’s guide to its generative AI features).

Then act on it. If an AI tool keeps citing a directory where your profile is wrong, empty or unclaimed, fix that profile. It’s often the quickest win of the month.

The review rules on one page

Screenshot this. Last checked: October 20, 2026. This is not legal advice.

Platform or law	Allowed	Not allowed	Source
Google	Asking every customer for a genuine review	Incentives of any kind; review gating; staff quotas; pressure on the premises; telling people what to write	Google’s review policy
Yelp	Keeping your page accurate	Asking for Yelp reviews; incentives for reviews or removals	Yelp’s rule
FTC (US)	Incentives not tied to a positive or negative review (disclose them); contacting a reviewer to resolve a problem	Fake reviews; buying reviews that must be positive or negative; groundless threats or intimidation to remove reviews	FTC Q&A
CMA (UK, DMCC Act)	Publishing genuine reviews with reasonable checks	Fake reviews; concealed incentivised reviews; misleading review information	CMA guidance

One thing to notice: the FTC rule doesn’t ban every incentive, but Google does. If you’re asking for Google reviews, Google’s stricter rule is the one that applies. Easiest path: offer nothing, anywhere.

When to get help

Most owners can run this cycle themselves. It’s worth getting help if you’re facing a wave of fake reviews, a damaging article ranks for your business name, or you simply don’t have an hour a month to spare.

That’s the work my agency does. If you want a hand, here’s brand reputation management help from RankUp. We don’t sell fake reviews or guarantee removals, which fits everything in this guide.

FAQ

Your next step

Ask everyone, reply like a human, fix one theme, show real reviews and check what AI says. That’s the whole cycle.

If you do one thing today, pick three prompts from the list above and ask them in two AI tools. Ten minutes, and you’ll know where you stand.

If what you find surprises you, or you’re not sure what to fix first, send me a DM on LinkedIn or X. I’m happy to point you in the right direction. And if you’d like more guides like this, follow me there too.

---