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ResearchOctober 17, 20265 min read

AI Review Summaries Can Keep an Old Problem Alive

Consumers say they’d read AI summaries of reviews and want recent reviews. A summary can keep a fixed problem in view; here’s what moves it.

Written byRule & Form EditorialOctober 17, 2026

Picture a roofing company that had a rough spring. A crew leader left, two jobs ran late, and four customers said so in their reviews. By summer the crew is rebuilt and the work is back on time. But when a homeowner looks the company up, the first thing they read isn’t a review. It’s a short AI-written paragraph above the reviews, and it may still say that some customers mentioned delays.

That isn’t a far-fetched scenario. In BrightLocal’s 2026 survey of 1,002 U.S. consumers, 82% said they would read the AI summaries that platforms such as Google and Amazon were placing above reviews, and 23% said they’d be happy to decide on the summary alone.1 BrightLocal also flagged a side effect. Summaries can obscure details such as how recent each review is, so the reviews feeding them “may stay influential longer”, because readers may not notice when they were posted.1

Put that next to what the same consumers said about recency and there’s a tension worth spelling out for contractors. People say they want new reviews: 74% look for reviews from the last three months, and 32% for reviews from the last two weeks, up from 20% a year earlier.1 A summary is meant to describe many reviews at once, not only the newest. Our reading is that for a contractor, the summary can keep an old problem in front of customers long after the reviews that describe it would have scrolled out of sight.

Why contractors feel this more than most

A busy restaurant may collect reviews every night, so a bad month is buried quickly. A contractor that finishes a few jobs a week, more in its busy season and fewer outside it, collects reviews far more slowly. When new reviews arrive slowly, a cluster of complaints stays a larger share of the total for longer. And the factor consumers most often chose as important in judging reviews was whether a review “is backed up by other reviews with similar sentiment”, picked by 56%.1 Four reviews saying the same thing is exactly that.

BrightLocal didn’t test how any platform builds its summaries, and we haven’t found a platform that says how much weight recent reviews get. So this is a risk to understand, not a measured effect. It cuts the other way too: a strong run of reviews from last year may keep working in a summary after it would have aged out on a list.

What actually changes the pattern

Our guess is that only a steady run of new reviews moves a summary, though no platform says how quickly. That makes the flow of reviews a year-round job rather than something done after a bad season. Asking customers for a review after the work is part of running the job, and if you use job software such as Jobber or Housecall Pro, it can usually send that request. Rule & Form doesn’t ask your customers for reviews.

The one part of a review section the owner writes is the replies, and a reply can be the only dated, first-hand correction to an old theme. Something like “You’re right, two jobs ran late in April. We changed crews, and here’s who you’d get now” says what a summary can’t: that the problem is in the past. Consumers in the survey said they expect replies: 89% expect owners to respond, 19% expect a reply the same day (up from 6% a year earlier), and generic, templated replies put off 50%.1 Replies are yours to write; Rule & Form doesn’t post them.

The other place to put the correction is somewhere you control. After reading positive reviews, 54% of consumers said they go on to check the business’s website, up from 32% when BrightLocal last asked in 2019.1 If a summary says “delays”, the website is where a homeowner can see who the crew is now, how scheduling works and what the company promises about timing, as long as those promises are ones the crew can keep.

How far to take the numbers

The survey covered all kinds of local businesses, not only contractors, and records what people said they would do, not what they did. It was published on February 11, 2026, and review summaries are a fast-changing feature, so how they’re shown may already have changed. BrightLocal sells review-management software, so it has an interest in reviews mattering.1

The roofing company in the example can’t remove its spring. It can keep new reviews coming, answer the old ones with what changed, and make sure its own site tells the current story.

Sources

  1. BrightLocal, “Local Consumer Review Survey 2026: Star Ratings Keep Rising, Old Reviews Don’t Cut It”, February 11, 2026. A representative panel of 1,002 U.S. adult consumers, surveyed through SurveyMonkey. BrightLocal sells review-management and local SEO software.

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