Why your review rating could decide whether AI recommends you
The AIs recommend businesses with high ratings. And those who don't respond to reviews are practically invisible.
In short
A 2026 study of nearly 350,000 businesses found that the businesses AIs recommend have high average ratings: 4.3 stars on ChatGPT and 4.1 on Perplexity. Businesses that respond to less than 5% of reviews are practically invisible in AI recommendations. Rating and review responses matter more than most people think.
How much the rating weighs for AI
The study, by SOCi (Local Visibility Index 2026), found that the businesses AIs recommend have high ratings: 4.3 stars on ChatGPT and 4.1 on Perplexity. Even Gemini, the most lenient, recommends businesses averaging 3.9. Half a star may seem small, but it's what separates a recommended business from an ignored one.
Source: Search Engine LandBusinesses that respond to less than 5% of the reviews they receive are practically invisible in AI recommendations.
Responding to reviews matters more than having them
The most surprising finding of the study: businesses that respond to less than 5% of the reviews they receive are practically invisible in AI recommendations, even with a good rating. A well-organized profile isn't enough if no one's tending the relationship with people who've already reviewed the business.
What to do about it, in practice
You don't need to respond to every review the same day, but leaving dozens with no response at all is the kind of signal AI reads as neglect. Prioritize the most recent and the negative ones first: that shows someone is genuinely looking after the business, both for readers and for whoever's recommending it.
Frequently asked questions
Do I need to respond to every review, even the good ones?
Ideally you'd respond to as many as possible, but what matters most is not letting your response rate drop below 5%. Start with the most recent and the negative ones, which have more impact on the trust of people reading them and, according to the report, on how AI evaluates the business too.
What if I have old negative reviews with no response?
It's worth going back and responding, even late. A polite, concrete response shows the business takes customer feedback seriously, even on an old complaint. That matters more to people reading it today than to whoever wrote the review months ago.
Is a 4.3-star rating required to show up in an AI?
It's not a fixed cutoff, it's an average found among the businesses recommended in the study. What really matters is the combination of rating, volume of real reviews and response rate. A business with a slightly lower rating but very well answered reviews can do better than one with a high rating and zero interaction.
Our take
A lot of small business owners read this and think they need an agency just to answer reviews. They don't. What's usually missing isn't time, it's knowing that a simple thank-you in the comments matters as much as it does. We think no one should lose an AI recommendation just because they didn't know it made a real difference for the business.
See how your reviews look through AI's eyes today.
New content every week, straight to your inbox
A summary of what matters in AI, SEO, GEO and AEO, to help your business show up in the right answers. No spam, unsubscribe anytime.
Keep reading
Tips for your business
How a different name or address on each site confuses AI (and costs you customers)
A small detail AI takes very seriously: are you always the same business everywhere?
Tips for your business
5 pieces of information your digital profile needs for AI to trust you
AI doesn't recommend what it doesn't understand. These are the details that make the difference.
Trends
AI is up to 30 times harder to crack than Google, 2026 report reveals
A study of nearly 350,000 businesses shows the real gap between showing up on Google and being recommended by AI.