Public sample · a real scan of a real market

Plumbers in Cincinnati, OH

Client: Anderson Hills Plumbing · report 2 · scan of August 03, 2026 · 30 answers

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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 03, 2026.

■Solid

47%

90% CI 33 to 61% · n=30

Anderson Hills Plumbing was named or shown in 14 of the 30 answers ChatGPT gave to a Cincinnati customer asking for a plumber. The 10 businesses ChatGPT names most often come up in 79% 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 47% −7Visibility: named in 14 of the 30 answers4.0% −0.3Share of voice: those same 14 of the market's 350 mentions, against an average of 6.8% 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 9.8 ↓0.7 of 11.3 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.

Your client's mentions in detail

In these 30 answers

Named in the written text14 of 30

Shown as a card in the places block13 of 30

Of those 13 cards, the listing behind them was:

a Yelp listing12 of 13

a Google listing1 of 13

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 9.8 of 11.3 cards shown.

Full market table

Every business ChatGPT named or showed a card for in report 2, sorted by visibility. Your client's row is highlighted.

#	Business	Visibility	Share of voice	Written answer · 90% CI	Places block · 90% CI
1	Blue Chip Plumbing	97% [86-99]	8.3%	29/30 · 97% [86-99]	29/30 · 97% [86-99]
2	Plumb Tite Plumbing & Drains 3 listings Listing 1 (TJ5T0Q) · rate 80% [66-89] · text 24/30 · map 24/30 · shortlisted 1/30 · 4.9★ 636 reviews Listing 2 (tI8I_w) · rate 10% [4-23] · text 3/30 · map 3/30 · 2.8★ 19 reviews Listing 3 (Yfmb8w) · rate 10% [4-23] · text 3/30 · map 3/30 · shortlisted 1/30 · 4.9★ 558 reviews	93% [82-98]	8.0%	28/30 · 93% [82-98]	28/30 · 93% [82-98]
3	Schlueter Plumbing the No Nonsense Plumber	93% [82-98]	8.0%	28/30 · 93% [82-98]	28/30 · 93% [82-98]
4	Wake Plumbing	93% [82-98]	8.0%	28/30 · 93% [82-98]	28/30 · 93% [82-98]
5	Mcguire Plumbing	90% [77-96]	7.7%	27/30 · 90% [77-96]	27/30 · 90% [77-96]
6	Preston & Sons Plumbers	77% [62-87]	6.6%	23/30 · 77% [62-87]	23/30 · 77% [62-87]
7	Queen City Plumbing	70% [55-82]	6.0%	21/30 · 70% [55-82]	21/30 · 70% [55-82]
8	Calla Plumbing	63% [48-76]	5.4%	19/30 · 63% [48-76]	19/30 · 63% [48-76]
9	Roberson Brothers Plumbing	63% [48-76]	5.4%	19/30 · 63% [48-76]	18/30 · 60% [45-73]
10	Midwestern Plumbing	53% [39-67]	4.6%	16/30 · 53% [39-67]	16/30 · 53% [39-67]
11	Anderson Hills Plumbing (example client)	47% [33-61]	4.0%	14/30 · 47% [33-61]	13/30 · 43% [30-58]
12	Ken Neyer Plumbing INC	43% [30-58]	3.7%	13/30 · 43% [30-58]	12/30 · 40% [27-55]
13	Roto Rooter Plumbing & Water Cleanup	43% [30-58]	3.7%	13/30 · 43% [30-58]	11/30 · 37% [24-52]
14	Apollo Home	37% [24-52]	3.1%	11/30 · 37% [24-52]	11/30 · 37% [24-52]
15	Herrmann Services	37% [24-52]	3.1%	11/30 · 37% [24-52]	10/30 · 33% [21-48]
16	Feichtner Plumbing LLC	23% [13-38]	2.0%	7/30 · 23% [13-38]	7/30 · 23% [13-38]
17	Jmw Plumbing & Fire Protection	20% [11-34]	1.7%	6/30 · 20% [11-34]	6/30 · 20% [11-34]
18	Zins Plumbing	13% [6-27]	1.1%	4/30 · 13% [6-27]	1/30 · 3% [1-14]
19	Narrow Path Plumbing	13% [6-27]	1.1%	4/30 · 13% [6-27]	0/30 · 0% [0-8]
20	A Plumbing	10% [4-23]	0.9%	3/30 · 10% [4-23]	3/30 · 10% [4-23]
21	Dixon Plumbing & Service	10% [4-23]	0.9%	3/30 · 10% [4-23]	3/30 · 10% [4-23]
22	Nieman Plumbing	10% [4-23]	0.9%	3/30 · 10% [4-23]	3/30 · 10% [4-23]
23	Safe Plumbing	10% [4-23]	0.9%	3/30 · 10% [4-23]	3/30 · 10% [4-23]
24	Elite Plumbing Services	7% [2-18]	0.6%	2/30 · 7% [2-18]	2/30 · 7% [2-18]
25	Halpin Plumbing	7% [2-18]	0.6%	2/30 · 7% [2-18]	2/30 · 7% [2-18]
26	Hofmeyer Plumbing	7% [2-18]	0.6%	2/30 · 7% [2-18]	2/30 · 7% [2-18]
27	Mr Rooter Plumbing of Greater Cincinnati	7% [2-18]	0.6%	2/30 · 7% [2-18]	2/30 · 7% [2-18]
28	Tarvin Plumbing	7% [2-18]	0.6%	2/30 · 7% [2-18]	2/30 · 7% [2-18]
29	Triple Crown Plumbing	7% [2-18]	0.6%	2/30 · 7% [2-18]	2/30 · 7% [2-18]
30	Chaney Services	3% [1-14]	0.3%	1/30 · 3% [1-14]	1/30 · 3% [1-14]
31	Espenscheid Plumbing INC	3% [1-14]	0.3%	1/30 · 3% [1-14]	1/30 · 3% [1-14]
32	Help Plumbing	3% [1-14]	0.3%	1/30 · 3% [1-14]	1/30 · 3% [1-14]
33	King's Plumbing	3% [1-14]	0.3%	1/30 · 3% [1-14]	1/30 · 3% [1-14]
34	Pembroke Plumbing	3% [1-14]	0.3%	1/30 · 3% [1-14]	1/30 · 3% [1-14]

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
Blue Chip Plumbing	4.0	4.2	9	29 · 1 sl	Yelp 28 · Google 1
Plumb Tite Plumbing & Drains	4.8	4.9	636	28 · 2 sl	Google 28 · Yelp 2
Schlueter Plumbing the No Nonsense Plumber	4.1	4.6	11	28	Yelp 28
Wake Plumbing	1.4	4.9	442	28	Google 28
Mcguire Plumbing	6.3	5.0	150	27 · 1 sl	Google 27
Preston & Sons Plumbers	7.4	4.9	151	23 · 6 sl	Google 23
Queen City Plumbing	5.5	5.0	268	21 · 7 sl	Google 21
Calla Plumbing	5.6	4.8	135	19 · 4 sl	Google 19
Roberson Brothers Plumbing	8.3	4.8	185	18 · 10 sl	Google 18
Midwestern Plumbing	8.6	4.9	331	16 · 12 sl	Google 16
Anderson Hills Plumbing (example client)	9.8	3.4	25	13	Yelp 12 · Google 1
Ken Neyer Plumbing INC	11.2	4.0	33	12	Yelp 12
Roto Rooter Plumbing & Water Cleanup	6.9	3.0	248	11	Yelp 10 · Google 1
Apollo Home	6.0	1.8	224	11	Yelp 10 · Google 1
Herrmann Services	12.0	3.0	18	10 · 1 sl	Yelp 10
Feichtner Plumbing LLC	5.9	4.9	33	7 · 7 sl	Yelp 7
Jmw Plumbing & Fire Protection	9.0	5.0	115	6 · 22 sl	Google 6
Zins Plumbing	4.0	4.5	169	1	Google 1
A Plumbing	10.3	4.9	1075	3 · 25 sl	Google 3
Dixon Plumbing & Service	9.3	5.0	412	3 · 15 sl	Google 3
Nieman Plumbing	7.0	3.5	6	3	Yelp 2 · Google 1
Safe Plumbing	10.0	5.0	105	3 · 22 sl	Google 3
Elite Plumbing Services	11.0	4.9	200	2 · 17 sl	Google 2
Halpin Plumbing	5.5	3.6	21	2 · 1 sl	Yelp 1 · Google 1
Hofmeyer Plumbing	5.5	4.8	147	2	Google 2
Mr Rooter Plumbing of Greater Cincinnati	8.5	1.0	3	2 · 2 sl	Yelp 2
Tarvin Plumbing	11.5	4.7	132	2	Google 1 · Yelp 1
Triple Crown Plumbing	11.0	5.0	321	2 · 16 sl	Google 2
Chaney Services	9.0	5.0	221	1 · 27 sl	Google 1
Espenscheid Plumbing INC	7.0	4.7	43	1	Google 1
Help Plumbing	2.0	4.8	9296	1	Google 1
King's Plumbing	4.0	4.7	133	1	Google 1
Pembroke Plumbing	13.0	4.9	191	1 · 14 sl	Google 1
Copper Pipe Plumbing Services INC		4.9	141	6 sl	–
Salt Dog Plumbing LLC		5.0	153	19 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
angi.com	20	67%
consumeraffairs.com	20	67%
yahoo.com	20	67%
homeadvisor.com	20	67%
birdeye.com	18	60%
houzz.com	17	57%
bestprosintown.com	16	53%
expertise.com	15	50%
bbb.org	8	27%
experience.com	5	17%
threebestrated.com	4	13%
plumbersup.com	3	10%

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×15

top plumbers Cincinnati Ohio reviews×6

best plumbers Cincinnati Ohio reviews 2026×3

best plumbers in Cincinnati Ohio reviews×2

best plumbers Cincinnati Ohio reviews Roto-Rooter Apollo Home Mr Rooter×1

top plumbers Cincinnati OH×1

best plumbers Cincinnati Ohio reviews Roto-Rooter Apollo Home A.B. Service Co.×1

top plumbers Cincinnati Ohio reviews 2026×1

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. 14 of 350 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 339 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-5-5` in all 30 answers, map block present in 30 of 30, 11.3 cards per answer, 11.7 businesses named per answer.
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.