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AI Overview Fused Knowledge Panel on Mobile Study

Ben Fisher · September 26, 2026 ·

Screenshot
Steady Demand field notes

AI Overview Fused Knowledge Panel on Mobile Test

By Ben Fisher · September 2026

Phoenix testing still in progress

I wanted to know what happens when someone simply Googles the name of a local business.

Not a category search. Not “best plumber near me.”

Just the business name.

I tested 100 local businesses and found something I wasn’t expecting.

26% showed an AI Overview just from searching the business name.

And when an AI Overview did appear, 80% of the time it was fused directly into the business’s Google listing.

That’s the part I was really interested in.

Google isn’t just putting an AI answer above your Business Profile. In many cases, the AI answer and the Business Profile are becoming one thing.

And when I started checking these results manually on an iPhone, things got even more interesting.

Google named the wrong business. More than once.

It also changed what it showed for the exact same search within hours.

So there are really two stories here.

AI Overviews are becoming part of local search. And they’re still pretty messy.

The short version

Key findings

These are the numbers I’d pay attention to from this snapshot.

  • 26%showed an AI Overview from the business name alone on mobile
  • 80%of AI Overview results were fused into the business listing
  • 6%showed an AI Overview on desktop for the same business-name searches
  • 74%ranked top 10 for their name but still weren’t cited by AI Mode
  • 4phone checks returned a completely different business

What I tested

I picked 100 real local businesses across ten categories, including plumbers, dentists, barbershops, movers, tire shops, gyms, and restaurants.

There was a mix of national chains and single-location businesses.

For each business I searched:

  • the business name
  • “[business name] reviews”
  • “is [business name] legit”
  • “what does [business name] do”

The searches were done on mobile from New York on the same day.

One search per business, per query. That’s important.

A snapshot, not a daily average

This isn’t a measurement of what these businesses show every day. It’s a snapshot of what Google showed that day.

And as you’ll see later, that distinction ended up mattering quite a bit.

The number I care about: 26%

Before running the study, I picked two things I really wanted to measure.

  • How often an AI Overview appeared when someone searched only the business name.
  • If an AI Overview appeared on any of the four searches.

The first one ended up being much more interesting.

26 out of 100 businesses showed an AI Overview from the business-name search alone.

That’s a very normal search. Someone hears about a plumber. They Google the company.

Now there’s a decent chance AI is part of what they see.

The other number was 99%.

99 of the 100 businesses triggered an AI Overview on at least one of the four searches.

I don’t think that number is nearly as useful.

Ask Google about a company four different ways and eventually you’re probably going to trigger an AI Overview.

The 26% is the number I’d pay attention to.

Then I found the fused layout

Of the businesses that triggered an AI Overview, 80% showed what I’ve been calling a fused result.

“Fused” is my term, not Google’s.

Instead of having an AI Overview and then a separate business listing, Google combines them.

You see:

  • Business name.
  • Rating.
  • Hours.
  • Photos.
  • Call.
  • Directions.
  • Website.
  • And the AI-generated information.

All in the same block.

That’s your Google Business Profile fused with the AI answer.

And I think that’s a pretty big change.

A bad address, wrong hours or other bad information in your Business Profile isn’t just making your listing look wrong anymore. Even hallucinations.

It can make Google’s AI answer about your business look wrong too.

Mobile and desktop were very different

This was another thing that stood out.

On mobile26%
On desktop6%

Same business names. Big difference.

Side note: Google will usually test on mobile before publishing to desktop, so this is normal.

So if you’ve been checking your own business from your laptop and saying, “I don’t see any of this,” check your phone.

There may also be a location problem

I noticed something else while doing the manual checks.

Businesses with several nearby locations seemed less likely to get an AI Overview than businesses that resolved cleanly to one obvious location. (For example, Walmart or another chain-designated search.)

Theory, not a finding

But I only have six examples right now. That’s nowhere near enough for me to call it a finding.

It’s something I’m watching.

My suspicion is that Google may be more comfortable generating an answer when it can clearly figure out exactly which business/location you mean.

But that’s a theory right now.

You can rank for your own name and AI can still ignore you

I also looked at AI Mode. Just to be clear, AI Mode and AI Overviews aren’t the same thing.

An AI Overview is the AI answer Google puts into normal search results.

AI Mode is Google’s separate conversational search experience.

I wanted to see where AI Mode was getting information about these businesses.

And this is where it gets interesting for Local SEO.

Among businesses that already ranked in Google’s normal top 10 for their own name, 74% still weren’t cited by AI Mode when it answered about them.

Google knows exactly which business you are. You rank for your own name.

And AI Mode still goes somewhere else for information about you.

Across the four searches, social and review sites outranked the business’s own website about 59% of the time.

The biggest sources were:

Most-cited sources across the four searches
SourceCitationsBrands
Yelp11872
Google reviews/maps10960
Reddit9158
Trustpilot7752
Better Business Bureau3933
Wikipedia3528
Why I’m using 59%, not 84%

There’s a little cleanup behind that 59% number. The raw number was actually 84%.

But about 10% of the business names in the test were also common phrases or could mean something else. Think names like “Life Time” or “Row House.”

Those searches can confuse the subject and inflate the citation numbers.

So I’m using 59%. It’s less impressive. It’s also the number I trust more.

The practical part is pretty simple.

Go look at what Yelp, Reddit and Trustpilot say about your business. Especially if someone is asking Google something like: “Is this business legit?”

Your website isn’t necessarily the source Google wants for that answer.

Then I checked the API against a real phone

Most of this data came from an API.

That’s normal. I’m not manually running hundreds of searches every time I do one of these studies.

But I wanted to know whether the API’s classification actually matched what a person would see.

So I started checking the results on my phone.

Brand by brand.

And it wasn’t perfect.

API classifications checked against an iPhone
What the API saidPhone checksConfirmed
No AI Overview2383%
Fused2374%
Plain AI Overview1362%

These are small samples. I wouldn’t do much with the exact percentages yet.

But the order is useful.

“No AI Overview” was the API’s most reliable call.

“Plain AI Overview” was the worst.

And digging into those misses is where I found the strangest part of this whole study.

Google showed me the wrong business

Four times. Not a slightly wrong description. Not an old phone number.

The wrong business.

  • Fox Pest Control→Fox Wildlife Services
  • Paragon Sports→Paragon Basketball Academy
  • Sobo & Sobo→Sobo Pools
  • Chapel Hill Tire→Big Brand Tire & Service

Chapel Hill Tire gave me Big Brand Tire & Service, which isn’t just the wrong business. It’s a competing tire chain.

There was no warning. Google didn’t say it wasn’t sure. It just answered.

This tracks with how Gemini can be overconfident.

I dug deeper into Fox Pest Control because I wanted to understand what happened.

Fox Pest Control didn’t have a location near where I was searching.

So Google appears to have found another nearby business with a similar name and decided that’s what I meant.

For the other three, I haven’t verified the cause yet. They may be the same issue. They may not.

But the result is the same: I searched the exact name of one business and Google confidently told me about another one.

That’s worth testing yourself.

Especially if your business has a name that’s similar to another company, a common phrase, or something that exists in several categories.

Search your business name from somewhere you don’t have a location. See who Google thinks you are.

Then the results started changing

This was the other problem.

I ran some of the same searches again a few hours later. They changed.

One business went from having no AI Overview at all to a full fused result.

I followed one national moving company across three days.

  1. Day one: Fused.
  2. Day two: Nothing.
  3. Day three: Plain AI Overview.

Same company. Same query. Three different results.

I also did a smaller three-day repeat test.

Only 1 out of 20 brands changed layout day to day in that particular sample, so I’m not saying everything is constantly flipping.

But it happens. And that’s enough to change how I think these results should be measured.

Measurement caveat

A single search is a snapshot. That’s it.

If you Google your business today and don’t get an AI Overview, that doesn’t mean you “don’t have AI Overviews.”

And if you get a beautiful fused result, don’t assume everybody else is seeing it either. Check again.

Practical checks

What I’d actually do

  1. First, search your own business name from your phone. Logged out. Don’t start with your desktop.
  2. Look at what Google actually says about you. If something is wrong, figure out where Google got it.
  3. If the wrong information is coming from your Google Business Profile, fix the Business Profile. If Google is pulling it from Yelp, fix Yelp. If it’s Wikipedia, that’s where you need to look.
  4. Run the search again later. I’ve already seen the same search change within hours.
  5. If your business name could possibly be confused with something else, try searching from a city where you don’t operate.
  6. Finally, check Yelp, Reddit and Trustpilot.

The AI isn’t operating in a vacuum. It’s getting information from somewhere. Find the source before trying to fix the answer.

I would definitely want to know if Google thinks my company is a pool company, basketball academy or competitor when someone searches my exact name.

Your own website is not automatically Google’s favorite source when someone asks whether your business is trustworthy.

That’s probably the biggest practical thing I’d take from the citation data.

Phoenix is next

I also collected the same 100 businesses from Phoenix because I wanted to see how much location changes the result.

That work isn’t finished yet.

Only 38 of the 100 businesses actually had locations in both New York and Phoenix.

Of those, 34 showed nothing in either city.

Only three produced a different outcome between the two locations.

So right now? I don’t have much there.

Maybe location matters. Maybe it matters only under certain conditions.

I need more data before I’m going to tell you either one.

This isn’t finished

Field-notes status · September 2026

I’m publishing this as field notes because that’s what it is.

The 100-business New York dataset is done.

The Phoenix comparison isn’t. I’m still adding phone checks. I’m still looking at the wrong-business problem.

And I’m still trying to understand how stable these layouts actually are. I’ll update this as I learn more.

The bottom line

Here’s what I know right now.

26% of the local businesses I tested got an AI Overview from someone simply searching their business name.

When an overview appeared, 80% were fused directly into the business listing in this snapshot.

AI Overviews are becoming part of local search. And they’re still pretty messy.

But when I checked the data against actual phone searches, I found cracks.

Google showed the wrong business four times.

Results changed within hours.

And the API didn’t always match what I saw on my phone.

So don’t take 26% and assume that’s your number.

And don’t take an SEO tool’s screenshot or classification as gospel either.

Take five minutes.

Search your own business name on your phone while logged out.

Look at what Google says.

Look at who it’s citing.

Then do it again later.

For your business, that matters a lot more than my 26%.

Ben Fisher
Founder, Steady Demand

AI

About Ben Fisher

As a specialist in local SEO, Ben has been helping businesses grow their online presence since 1994. Thanks to his contributions to the Google Business Profile Forum, Ben has been hand-picked by Google as a Google Business Profile Diamond Product Expert. Ben is also a contributor to the annual Moz Local Search Ranking Factors Study, and a regular contributor to BrightLocal.

Ben is the co-founder of Steady Demand, a local SEO company. The team at Steady Demand specializes in helping clients fight map spam, navigate the most complex Google My Business issues, and troubleshoot ranking issues on Google.

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