AI Visibility Report

Anderson Hills Plumbing · Plumbers in Cincinnati, OH
Report 4 · August 16, 2026
Public sample: this is the report your client receives, under your brand. Anderson Hills Plumbing is shown for demonstration only and is not a ScoredByAI customer; the data is a real scan of Plumbers in Cincinnati, OH.
Dominant
83%
30 answers measured
When people ask ChatGPT for a plumber in Cincinnati, your business comes up in 25 of those 30 answers. The 10 businesses ChatGPT names most often come up in 70% of answers on average.In these 30 answers ChatGPT named your business in the written text 25 times and showed your card in the places block 24 times. An answer counts once even when both happened: 25 of 30.
Invisiblenever named
Rareunder 10%
Weak10% to 39%
Solid40% to 64%
Dominant65% and up

Your status is the band your share of answers falls in.

Visibility + share of voice 83% +10Visibility: named in 25 of the 30 answers8.3% +1.9Share of voice: those same 25 of the market's 301 mentions, against an average of 6.9% for the 10 regularssee every reporthide

Your businessAverage of the 10 regulars: the businesses ChatGPT names most often

gpt-5-5gpt-5-6 50% 0 Jul 30 Aug 3 Aug 8 Aug 16 68% 53% 79% 47% 81% 73% 70% 83% Jul 30 · report 1 53% Vis · 4.3% SoV 68% Vis · 5.5% SoV Aug 3 · report 2 47% Vis · 4.0% SoV 79% Vis · 6.8% SoV Aug 8 · report 3 73% Vis · 6.5% SoV 81% Vis · 7.2% SoV Aug 16 · report 4 83% Vis · 8.3% SoV 70% Vis · 6.9% SoV

Share of voice is not drawn as a second line: it moves with visibility. Point at a report to read its figures.

Avg position in places block 2.8 ↑6.1 of 6.9 cards shown per answersee every reporthide

Your businessAverage of the 10 regulars: the businesses ChatGPT names most often

gpt-5-5gpt-5-6 1st 10th Jul 30 Aug 3 Aug 8 Aug 16 4.8 9.1 5.6 9.8 6.0 8.9 4.0 2.8 Jul 30 · report 1 9.1 · card in 8 of 30 Aug 3 · report 2 9.8 · card in 13 of 30 Aug 8 · report 3 8.9 · card in 19 of 30 Aug 16 · report 4 2.8 · card in 24 of 30

Point at a report to see how many of its answers showed this business as a card.

Click a metric to see every report. The shaded parts of each chart mark where OpenAI changed the engine under this market.

Where ChatGPT mentioned your business

One ChatGPT answer has two parts, and a business can appear in either: the text ChatGPT writes, and the block of business cards it shows underneath that text. The cards are part of the answer, and each one is built from a directory listing. The diagram in How this was measured shows the anatomy.

In these 30 answers
Named in the written text25 of 30
Shown as a card in the places block24 of 30
Of those 24 cards, the listing behind them was:
a Yelp listing24 of 24

The rating your customer reads beside the answer is the one on that Yelp listing: 3.4★ from 25 reviews. Whatever your Google profile says, it is not what they see here.

Where you stand in Cincinnati

The top of the market, the businesses ranked either side of your business, and your business. Visibility is the share of the same 30 answers that mention a business, in the text or as a map card. Share of voice is that business's slice of all 301 mentions in the market.

What the bars mean
Each bar is the range the true share could sit in, given how many answers were measured. A short bar means the number is firm, a long one means the market is noisy and it could move on its own. The dot is the measured share.
#BusinessVisibilityShare of voice Written answer Places block
1 Anderson Hills Plumbing (example client) 83% 8.3%
25 of 30
24 of 30
2 Wake Plumbing 83% 8.3%
25 of 30
0 of 30
3 Roto Rooter Plumbing & Water Cleanup 80% 8.0%
24 of 30
24 of 30
31 more businesses below

ChatGPT named 34 businesses across these 30 answers. You sit 1st.

How this was measured
What an answer looks like
ONE CHATGPT ANSWER written text · the name appears here PLACES BLOCK EACH CARD IS BUILT FROM a Yelp or Google listing its rating and reviews come from there The highlighted card and the highlighted line of text are the same business.

A Yelp or Google listing builds most of the cards in this market, but they are not the only sources: other directories, and pages from the answer's own web search, build cards too. Whichever listing built a card is where its rating and review count come from.

Where we askedThe real ChatGPT web app, asked the way a customer in your city would ask it, as a signed out visitor. Not a developer API.
How many times30 independent answers, spread across natural phrasings a real customer would use. A single answer proves nothing, because the model gives a different one every time.
What counts as a mentionEach answer is read on 2 surfaces: the written text and the places carousel, the block of business cards ChatGPT shows beside its answer. An answer counts once if either happened.
How your status is setFrom the share of the 30 answers, against the five bands above. The 90% intervals say how tight that share is and never move a status by themselves.
How businesses are matchedBy map listing id, never by name text, so a business with a similar name in another town cannot be counted as this one.
What the charts compare againstThe 10 businesses ChatGPT names most often in this market, not every name it happened to mention. A market carries a long tail of names that come up once or twice, and averaging those in would flatter every business measured against them. The 10 are recomputed for every report, and a chain counts once, exactly as it does in the table above.
Measurement environmentEngine gpt-5-6 in all 30 answers, map block present in 30 of 30, 6.9 cards per answer, 10.0 businesses named per answer.
What this does not tell youNot how many people asked, and not what any one person saw. ChatGPT varies its answers by design and adapts to a person's own history, so these figures describe how often a business comes up for a stranger asking fresh, which is the only thing that can be measured the same way twice.
Report history
August 16, 2026 (this report)