Public sample · a real scan of a real market

Plumbers in Cincinnati, OH

Client: Anderson Hills Plumbing · report 3 · scan of August 08, 2026 · 30 answers

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ScoredByAI

Anderson Hills Plumbing is shown as the example client for demonstration only; it is not a ScoredByAI customer and did not order this scan. All businesses, figures and sources below are real, measured on August 08, 2026.

■Dominant

73%

90% CI 59 to 84% · n=30

Anderson Hills Plumbing was named or shown in 22 of the 30 answers ChatGPT gave to a Cincinnati customer asking for a plumber. The 10 businesses ChatGPT names most often come up in 81% of answers on average.

Invisiblenever named

Rareunder 10%

Weak10% to 39%

Solid40% to 64%

Dominant65% and up

How we grade: the band your client sits in is highlighted. Bands are read off the share of answers; the 90% intervals in the table below say how tight each share is, and never move a status by themselves.

Visibility + share of voice 73% +27Visibility: named in 22 of the 30 answers6.5% +2.5Share of voice: those same 22 of the market's 341 mentions, against an average of 7.2% for the 10 regularssee every reporthide

This clientAverage of the 10 regulars: the businesses ChatGPT names most often

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 8.9 ↑1.0 of 10.8 cards shown per answersee every reporthide

This clientAverage of the 10 regulars: the businesses ChatGPT names most often

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.

Your client's mentions in detail

In these 30 answers

Named in the written text22 of 30

Shown as a card in the places block19 of 30

Of those 19 cards, the listing behind them was:

a Yelp listing19 of 19

The rating shown beside the answer is the one on that Yelp listing: 3.4★ from 25 reviews. Whatever the Google profile says, it is not what they see here. Average card position 8.9 of 10.8 cards shown.

Full market table

Every business ChatGPT named or showed a card for in report 3, sorted by visibility. Your client's row is highlighted.

#	Business	Visibility	Share of voice	Written answer · 90% CI	Places block · 90% CI
1	Wake Plumbing	100% [92-100]	8.8%	30/30 · 100% [92-100]	30/30 · 100% [92-100]
2	Plumb Tite Plumbing & Drains 2 listings Listing 1 (TJ5T0Q) · rate 100% [92-100] · text 30/30 · map 29/30 · shortlisted 1/30 · 4.9★ 636 reviews Listing 2 (Yfmb8w) · rate 13% [6-27] · text 4/30 · map 4/30 · 4.9★ 558 reviews	100% [92-100]	8.8%	30/30 · 100% [92-100]	29/30 · 97% [86-99]
3	Queen City Plumbing	93% [82-98]	8.2%	28/30 · 93% [82-98]	28/30 · 93% [82-98]
4	Mcguire Plumbing	90% [77-96]	7.9%	27/30 · 90% [77-96]	27/30 · 90% [77-96]
5	Preston & Sons	87% [73-94]	7.6%	26/30 · 87% [73-94]	26/30 · 87% [73-94]
6	Roberson Brothers Plumbing	77% [62-87]	6.7%	23/30 · 77% [62-87]	23/30 · 77% [62-87]
7	Anderson Hills Plumbing INC (example client)	73% [59-84]	6.5%	22/30 · 73% [59-84]	19/30 · 63% [48-76]
8	Ken Neyer Plumbing INC	73% [59-84]	6.5%	22/30 · 73% [59-84]	19/30 · 63% [48-76]
9	Calla Plumbing	67% [52-79]	5.9%	20/30 · 67% [52-79]	20/30 · 67% [52-79]
10	Midwestern Plumbing Pros	53% [39-67]	4.7%	16/30 · 53% [39-67]	16/30 · 53% [39-67]
11	Herrmann Services	33% [21-48]	2.9%	10/30 · 33% [21-48]	10/30 · 33% [21-48]
12	Roto Rooter Plumbing & Water Cleanup	33% [21-48]	2.9%	10/30 · 33% [21-48]	9/30 · 30% [18-45]
13	Safe Plumbing	27% [16-41]	2.3%	8/30 · 27% [16-41]	8/30 · 27% [16-41]
14	Narrow Path Plumbing	27% [16-41]	2.3%	8/30 · 27% [16-41]	0/30 · 0% [0-8]
15	King's Plumbing	23% [13-38]	2.1%	7/30 · 23% [13-38]	7/30 · 23% [13-38]
16	A Plumbing	20% [11-34]	1.8%	6/30 · 20% [11-34]	6/30 · 20% [11-34]
17	Chaney Services	20% [11-34]	1.8%	6/30 · 20% [11-34]	6/30 · 20% [11-34]
18	Dixon Plumbing & Service	20% [11-34]	1.8%	6/30 · 20% [11-34]	6/30 · 20% [11-34]
19	Apollo Home	17% [8-30]	1.5%	5/30 · 17% [8-30]	5/30 · 17% [8-30]
20	Gardner Plumbing LLC	17% [8-30]	1.5%	5/30 · 17% [8-30]	5/30 · 17% [8-30]
21	Jmw Plumbing & Fire Protection	17% [8-30]	1.5%	5/30 · 17% [8-30]	5/30 · 17% [8-30]
22	Jolly Heating Air Plumbing Electric	13% [6-27]	1.2%	4/30 · 13% [6-27]	4/30 · 13% [6-27]
23	Salt Dog Plumbing LLC	10% [4-23]	0.9%	3/30 · 10% [4-23]	3/30 · 10% [4-23]
24	Blue Chip Plumbing	7% [2-18]	0.6%	2/30 · 7% [2-18]	2/30 · 7% [2-18]
25	Trinity Plumbing and Water	7% [2-18]	0.6%	2/30 · 7% [2-18]	2/30 · 7% [2-18]
26	Zins Plumbing	7% [2-18]	0.6%	2/30 · 7% [2-18]	0/30 · 0% [0-8]
27	De Plumbing	3% [1-14]	0.3%	1/30 · 3% [1-14]	1/30 · 3% [1-14]
28	Elite Plumbing Services	3% [1-14]	0.3%	1/30 · 3% [1-14]	1/30 · 3% [1-14]
29	Hofmeyer Plumbing CO INC	3% [1-14]	0.3%	1/30 · 3% [1-14]	1/30 · 3% [1-14]
30	Kings Plumbing	3% [1-14]	0.3%	1/30 · 3% [1-14]	1/30 · 3% [1-14]
31	Pembroke Plumbing	3% [1-14]	0.3%	1/30 · 3% [1-14]	1/30 · 3% [1-14]
32	Frank Niesen Company	3% [1-14]	0.3%	1/30 · 3% [1-14]	0/30 · 0% [0-8]
33	Holtmeier Plumbing	3% [1-14]	0.3%	1/30 · 3% [1-14]	0/30 · 0% [0-8]
34	Knochelman Service Experts (no Google Maps match)	3% [1-14]	0.3%	1/30 · 3% [1-14]	0/30 · 0% [0-8]

Map card details

Ratings and review counts exactly as the cards displayed them. Cards counts the answers that showed a card for this business.

How to read this

Cards is how many of the 30 answers showed a card for this business. sl marks shortlist entries, cards ChatGPT prepared and decided not to show, so 8 · 2 sl reads as 8 answers with a card plus 2 more where a card was ready and held back. Avg pos is the average position in the places block when shown. Source is the directory a card was built from, with how many cards came from it. ChatGPT does not label it: we read it off secondary details on the card, so this is our reading rather than something ChatGPT stated. Shortlisted cards are never read this way, and a dash means the cards carried nothing we could read a source from.

Business	Avg pos	★	Reviews	Cards	Source
Wake Plumbing	1.2	4.9	442	30	Google 30
Plumb Tite Plumbing & Drains	3.8	4.9	636	29 · 1 sl	Google 33
Queen City Plumbing	4.0	5.0	268	28 · 2 sl	Google 28
Mcguire Plumbing	5.1	5.0	150	27 · 3 sl	Google 27
Preston & Sons	6.7	4.8	175	26 · 3 sl	Google 26
Roberson Brothers Plumbing	8.0	4.8	185	23 · 4 sl	Google 23
Anderson Hills Plumbing INC (example client)	8.9	3.4	25	19	Yelp 19
Ken Neyer Plumbing INC	9.8	4.0	33	19	Yelp 19
Calla Plumbing	5.0	4.8	135	20 · 2 sl	Google 20
Midwestern Plumbing Pros	7.7	4.9	331	16 · 12 sl	Google 16
Herrmann Services	11.1	3.0	18	10	Yelp 10
Roto Rooter Plumbing & Water Cleanup	7.1	3.0	248	9	Yelp 9
Safe Plumbing	10.5	5.0	115	8 · 16 sl	Google 8
King's Plumbing	4.7	4.7	133	7 · 3 sl	Google 7
A Plumbing	8.5	4.9	1075	6 · 24 sl	Google 6
Chaney Services	9.3	5.0	221	6 · 20 sl	Google 6
Dixon Plumbing & Service	5.8	5.0	412	6 · 17 sl	Google 6
Apollo Home	5.4	1.8	223	5	Yelp 5
Gardner Plumbing LLC	7.6	5.0	53	5 · 4 sl	Google 5
Jmw Plumbing & Fire Protection	8.0	5.0	115	5 · 25 sl	Google 5
Jolly Heating Air Plumbing Electric	7.2	4.9	70	4 · 6 sl	Google 4
Salt Dog Plumbing LLC	10.7	5.0	153	3 · 17 sl	Google 3
Blue Chip Plumbing	4.0	4.2	9	2	Yelp 2
Trinity Plumbing and Water	8.5	5.0	77	2 · 11 sl	Google 2
De Plumbing	6.0	5.0	36	1 · 9 sl	Google 1
Elite Plumbing Services	10.0	4.9	202	1 · 19 sl	Google 1
Hofmeyer Plumbing CO INC	15.0	4.8	147	1	Google 1
Kings Plumbing	9.0	4.9	35	1 · 9 sl	Google 1
Pembroke Plumbing	13.0	4.9	191	1 · 18 sl	Google 1
American Plumbing Solutions LLC		5.0	59	7 sl	–
Copper Pipe Plumbing Services INC		4.9	141	14 sl	–
Lmk Plumbing		5.0	43	9 sl	–
Tj's Plumbing Installation and Repair		4.9	126	13 sl	–
Topshell Plumbing		5.0	98	2 sl	–

The market on a map

Every business ChatGPT built a card for in this report, at the coordinates ChatGPT itself sent with the card. Dot size = how many of the 30 answers named it.

How to read this

Coordinates come from the cards themselves, not from a directory lookup, so this is where ChatGPT believes each business sits. The street layer under the dots is served from this same domain, so the page still makes no request to anyone else. 1 business ChatGPT placed outside this part of the state is not drawn: the map covers the city, and a pin on its edge would say that it sits there.

your client the rest of the market, size = answers naming it 1 further out, off this map Click the map to zoom with your scroll wheelScroll to zoom. Click outside the map when you are done

Pins are plotted from the coordinates ChatGPT returned in its own answers, not from a directory lookup. Street layer: Protomaps, OpenStreetMap data, served from this domain.

Sources behind the answers

Sites ChatGPT read before answering, by how many of the 30 answers cited them.

Domain	Answers citing	Share
consumeraffairs.com	27	90%
angi.com	27	90%
birdeye.com	26	87%
bestpickreports.com	26	87%
bestprosintown.com	24	80%
threebestrated.com	23	77%
homeadvisor.com	21	70%
houzz.com	18	60%
expertise.com	17	57%
yahoo.com	10	33%
bbb.org	6	20%
seolium.com	6	20%

Search queries the model ran

The searches ChatGPT actually fired before answering, with how many of the 30 answers fired each one.

best plumbers Cincinnati Ohio reviews×10

best plumbers in Cincinnati Ohio reviews×7

best plumbers Cincinnati Ohio reviews 2026×6

best plumbers in Cincinnati Ohio×2

top plumbers in Cincinnati Ohio reviews×1

top plumbers Cincinnati Ohio reviews 2026×1

best plumbers Cincinnati Ohio reviews plumbing companies×1

best plumbers Cincinnati Ohio×1

top plumbers Cincinnati Ohio reviews×1

How this was measured

What an answer looks like	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 asked	The 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 times	30 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 mention	Each 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 set	From 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.
Share of voice	The client's mentions divided by all business mentions in the same scan, counted once per answer per business. 22 of 341 here.
How businesses are matched	By map listing id, never by name text, so a business with a similar name in another town cannot be counted as this one.
Out of area	Of the 324 map card mentions whose coordinates ChatGPT gave us, 0 (0%) are businesses more than 62 miles from the center of this market; those rows are tagged with the distance. This is noise in the model's own answers, not a measurement error.
What the charts compare against	The 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 environment	Engine `gpt-5-6` in all 30 answers, map block present in 30 of 30, 10.8 cards per answer, 11.4 businesses named per answer. The previous report ran on `gpt-5-5`. A change of engine moves every business at once, so the reports either side of it are not strictly comparable.
What the chat window does not show	Every one of these 30 answers was also read underneath the text: which directory built each card, which cards ChatGPT prepared and then held back (the shortlist), and what position each card sat at. Reading the answers by eye gives you the names and nothing else, which is why this view exists.
What this does not tell you	Not 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.