Public sample · a real scan of a real market

Plumbers in Cincinnati, OH

Client: Anderson Hills Plumbing · report 1 · scan of July 30, 2026 · 30 answers

Your agency logo

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 July 30, 2026.

■Solid

53%

90% CI 39 to 67% · n=30

Anderson Hills Plumbing was named or shown in 16 of the 30 answers ChatGPT gave to a Cincinnati customer asking for a plumber. The 10 businesses ChatGPT names most often come up in 68% 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 53%Visibility: named in 16 of the 30 answers4.3%Share of voice: those same 16 of the market's 374 mentions, against an average of 5.5% 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 9.1 of 9.5 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 text16 of 30

Shown as a card in the places block8 of 30

Of those 8 cards, the listing behind them was:

a Yelp listing7 of 8

a Google listing1 of 8

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 9.1 of 9.5 cards shown.

Full market table

Every business ChatGPT named or showed a card for in report 1, sorted by visibility. Your client's row is highlighted.

#	Business	Visibility	Share of voice	Written answer · 90% CI	Places block · 90% CI
1	Preston & Sons Plumbers	83% [70-92]	6.7%	25/30 · 83% [70-92]	25/30 · 83% [70-92]
2	Wake Plumbing	83% [70-92]	6.7%	25/30 · 83% [70-92]	25/30 · 83% [70-92]
3	Mcguire Plumbing	77% [62-87]	6.1%	23/30 · 77% [62-87]	23/30 · 77% [62-87]
4	Calla Plumbing	73% [59-84]	5.9%	22/30 · 73% [59-84]	22/30 · 73% [59-84]
5	Plumb Tite Plumbing & Drains 3 listings Listing 1 (TJ5T0Q) · rate 47% [33-61] · text 0/30 · map 14/30 · shortlisted 9/30 · 4.8★ 618 reviews Listing 2 (tI8I_w) · rate 17% [8-30] · text 0/30 · map 5/30 · 4.9★ 938 reviews Listing 3 (Yfmb8w) · rate 7% [2-18] · text 0/30 · map 2/30 · shortlisted 8/30 · 4.9★ 558 reviews	70% [55-82]	5.6%	0/30 · 0% [0-8]	21/30 · 70% [55-82]
6	Queen City Plumbing	70% [55-82]	5.6%	21/30 · 70% [55-82]	21/30 · 70% [55-82]
7	Plumb Tite Plumbing & Drains (no Google Maps match)	70% [55-82]	5.6%	21/30 · 70% [55-82]	0/30 · 0% [0-8]
8	Midwestern Plumbing Pros	53% [39-67]	4.3%	16/30 · 53% [39-67]	16/30 · 53% [39-67]
9	Anderson Hills Plumbing (example client)	53% [39-67]	4.3%	16/30 · 53% [39-67]	8/30 · 27% [16-41]
10	Roberson Brothers Plumbing	50% [36-64]	4.0%	15/30 · 50% [36-64]	15/30 · 50% [36-64]
11	Zins Plumbing	50% [36-64]	4.0%	15/30 · 50% [36-64]	5/30 · 17% [8-30]
12	King's Plumbing	47% [33-61]	3.7%	14/30 · 47% [33-61]	14/30 · 47% [33-61]
13	Ken Neyer Plumbing	47% [33-61]	3.7%	14/30 · 47% [33-61]	7/30 · 23% [13-38]
14	Chaney Services	43% [30-58]	3.5%	13/30 · 43% [30-58]	13/30 · 43% [30-58]
15	Apollo Home	33% [21-48]	2.7%	10/30 · 33% [21-48]	10/30 · 33% [21-48]
16	Roto Rooter Plumbing & Water Cleanup 2 listings Listing 1 (zJV9mw) · rate 23% [13-38] · text 0/30 · map 7/30 · shortlisted 1/30 · 3.0★ 248 reviews Listing 2 (8Nfmc0) · rate 7% [2-18] · text 0/30 · map 2/30 · 4.8★ 1131 reviews	30% [18-45]	2.4%	0/30 · 0% [0-8]	9/30 · 30% [18-45]
17	Roto-Rooter Plumbing & Water Cleanup (no Google Maps match)	30% [18-45]	2.4%	9/30 · 30% [18-45]	0/30 · 0% [0-8]
18	Herrmann Services	27% [16-41]	2.1%	8/30 · 27% [16-41]	4/30 · 13% [6-27]
19	Plumb Tite (no Google Maps match)	27% [16-41]	2.1%	8/30 · 27% [16-41]	0/30 · 0% [0-8]
20	A Plumbing	20% [11-34]	1.6%	6/30 · 20% [11-34]	6/30 · 20% [11-34]
21	Hofmeyer Plumbing CO INC	20% [11-34]	1.6%	6/30 · 20% [11-34]	4/30 · 13% [6-27]
22	Narrow Path Plumbing	20% [11-34]	1.6%	6/30 · 20% [11-34]	0/30 · 0% [0-8]
23	Halpin Plumbing	17% [8-30]	1.3%	5/30 · 17% [8-30]	5/30 · 17% [8-30]
24	Nieman Plumbing	17% [8-30]	1.3%	5/30 · 17% [8-30]	5/30 · 17% [8-30]
25	Holtmeier Plumbing	13% [6-27]	1.1%	4/30 · 13% [6-27]	0/30 · 0% [0-8]
26	Blue Chip Plumbing	10% [4-23]	0.8%	3/30 · 10% [4-23]	3/30 · 10% [4-23]
27	Help Plumbing	10% [4-23]	0.8%	3/30 · 10% [4-23]	3/30 · 10% [4-23]
28	Schlueter	10% [4-23]	0.8%	3/30 · 10% [4-23]	1/30 · 3% [1-14]
29	Roto-Rooter (no Google Maps match)	10% [4-23]	0.8%	3/30 · 10% [4-23]	0/30 · 0% [0-8]
30	Benjamin Franklin Plumbing of Cincinnati	7% [2-18]	0.5%	2/30 · 7% [2-18]	2/30 · 7% [2-18]
31	Elite Plumbing Services	7% [2-18]	0.5%	2/30 · 7% [2-18]	2/30 · 7% [2-18]
32	Jmw Plumbing & Fire Protection	7% [2-18]	0.5%	1/30 · 3% [1-14]	2/30 · 7% [2-18]
33	Pembroke Plumbing	7% [2-18]	0.5%	2/30 · 7% [2-18]	2/30 · 7% [2-18]
34	Safe Plumbing	7% [2-18]	0.5%	2/30 · 7% [2-18]	2/30 · 7% [2-18]
35	Trinity Plumbing and Water	7% [2-18]	0.5%	2/30 · 7% [2-18]	2/30 · 7% [2-18]
36	Chase Brothers Plumbing	3% [1-14]	0.3%	1/30 · 3% [1-14]	1/30 · 3% [1-14]
37	Copper Pipe Plumbing Services INC	3% [1-14]	0.3%	1/30 · 3% [1-14]	1/30 · 3% [1-14]
38	Dixon Plumbing & Service	3% [1-14]	0.3%	1/30 · 3% [1-14]	1/30 · 3% [1-14]
39	Gardner Plumbing	3% [1-14]	0.3%	1/30 · 3% [1-14]	1/30 · 3% [1-14]
40	Jolly Heating Air Plumbing Electric	3% [1-14]	0.3%	0/30 · 0% [0-8]	1/30 · 3% [1-14]
41	Schneller Knochelmann Plumbing Heating & Air Conditioning	3% [1-14]	0.3%	0/30 · 0% [0-8]	1/30 · 3% [1-14]
42	Triple Crown Plumbing	3% [1-14]	0.3%	1/30 · 3% [1-14]	1/30 · 3% [1-14]
43	Jolly (no Google Maps match)	3% [1-14]	0.3%	1/30 · 3% [1-14]	0/30 · 0% [0-8]
44	Jolly Heating, Air, Plumbing, Electric (no Google Maps match)	3% [1-14]	0.3%	1/30 · 3% [1-14]	0/30 · 0% [0-8]
45	Roto-Rooter Cincinnati (no Google Maps match)	3% [1-14]	0.3%	1/30 · 3% [1-14]	0/30 · 0% [0-8]
46	Roto-Rooter Plumbing & Water Cleanup Cincinnati (no Google Maps match)	3% [1-14]	0.3%	1/30 · 3% [1-14]	0/30 · 0% [0-8]
47	Salt Dog Plumbing LLC	3% [1-14]	0.3%	1/30 · 3% [1-14]	0/30 · 0% [0-8]
48	Schneller Knochelmann Plumbing, Heating & Air Conditioning (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
Preston & Sons Plumbers	5.2	4.9	151	25 · 5 sl	Google 25
Wake Plumbing	1.4	4.9	419	25 · 1 sl	Google 25
Mcguire Plumbing	4.8	5.0	147	23 · 2 sl	Google 23
Calla Plumbing	3.0	4.8	133	22 · 5 sl	Google 22
Plumb Tite Plumbing & Drains	4.3	4.8	618	21 · 17 sl	Google 21
Queen City Plumbing	2.9	5.0	258	21 · 4 sl	Google 21
Midwestern Plumbing Pros	6.5	4.9	290	16 · 9 sl	Google 16
Anderson Hills Plumbing (example client)	9.1	3.4	25	8	Yelp 7 · Google 1
Roberson Brothers Plumbing	6.1	4.8	159	15 · 9 sl	Google 15
Zins Plumbing	5.2	4.5	168	5	Google 5
King's Plumbing	7.7	4.8	131	14 · 3 sl	Google 14
Ken Neyer Plumbing	9.7	4.0	33	7	Yelp 7
Chaney Services	6.2	5.0	213	13 · 12 sl	Google 13
Apollo Home	5.4	4.9	16046	10	Google 5 · Yelp 5
Roto Rooter Plumbing & Water Cleanup	6.4	3.0	248	9 · 1 sl	Yelp 5 · Google 4
Herrmann Services	11.2	3.0	18	4 · 1 sl	Yelp 4
A Plumbing	8.2	4.9	1076	6 · 19 sl	Google 6
Hofmeyer Plumbing CO INC	6.2	4.8	146	4 · 1 sl	Google 4
Halpin Plumbing	3.4	4.9	1210	5	Google 5
Nieman Plumbing	6.0	4.8	517	5	Google 5
Blue Chip Plumbing	6.7	4.9	860	3	Google 3
Help Plumbing	3.0	4.8	9296	3 · 2 sl	Google 3
Schlueter	7.0	4.8	711	1	Google 1
Benjamin Franklin Plumbing of Cincinnati	8.5	4.8	2201	2 · 3 sl	Google 2
Elite Plumbing Services	9.5	4.9	200	2 · 22 sl	Google 2
Jmw Plumbing & Fire Protection	9.5	5.0	113	2 · 23 sl	Google 2
Pembroke Plumbing	10.0	4.9	176	2 · 19 sl	Google 2
Safe Plumbing	9.0	5.0	105	2 · 24 sl	Google 2
Trinity Plumbing and Water	8.0	5.0	74	2 · 1 sl	Google 2
Chase Brothers Plumbing	10.0	4.9	126	1	Google 1
Copper Pipe Plumbing Services INC	12.0	4.9	141	1 · 6 sl	Google 1
Dixon Plumbing & Service	7.0	5.0	371	1 · 17 sl	Google 1
Gardner Plumbing	5.0	5.0	53	1 · 1 sl	Google 1
Jolly Heating Air Plumbing Electric	9.0	4.9	70	1 · 1 sl	Google 1
Schneller Knochelmann Plumbing Heating & Air Conditioning	6.0	4.9	4970	1 · 1 sl	Google 1
Triple Crown Plumbing	10.0	5.0	305	1 · 17 sl	Google 1
Salt Dog Plumbing LLC		5.0	104	16 sl	–
1 Tom Plumber		5.0	7195	3 sl	–
24 7 Emergency Plumber Cincinnati		4.7	12	2 sl	–
Allied Reddi Rooter		4.3	107	2 sl	–
Alvis Plumbing		4.7	373	2 sl	–
De Plumbing		5.0	23	2 sl	–
Eco Plumbers Electricians and Hvac Technicians		4.9	3744	2 sl	–
Five Star Home Services Cincinnati		4.8	638	2 sl	–
Gregory's Plumbing		4.8	220	3 sl	–
Jim the Plumber LLC		4.9	20	2 sl	–
Kings Plumbing		4.7	30	2 sl	–
Mr Rooter Plumbing of Florence		3.8	4	2 sl	–
Mr Rooter Plumbing of Greater Cincinnati		4.7	972	2 sl	–
Tarvin Plumbing		4.7	132	3 sl	–
Topshell Plumbing		5.0	73	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
angi.com	16	53%
consumeraffairs.com	15	50%
birdeye.com	15	50%
homeadvisor.com	14	47%
expertise.com	13	43%
bestpickreports.com	13	43%
bestprosintown.com	13	43%
yahoo.com	10	33%
threebestrated.com	10	33%
houzz.com	8	27%
seolium.com	7	23%
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×8

best plumbers Cincinnati OH reviews×5

top plumbers Cincinnati OH×4

best plumbers Cincinnati OH×3

top plumbers Cincinnati×2

reddit Cincinnati plumber recommendations×1

best plumbers Cincinnati reviews Roto-Rooter Apollo Home A.B.C. Plumbing×1

best plumbers in Cincinnati OH reviews 2026×1

best plumbers Cincinnati reviews×1

best plumbers Cincinnati OH reviews Roto-Rooter Apollo Home Plumb Tite×1

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

best plumbers Cincinnati reviews Roto-Rooter Apollo Home Watson Plumbing×1

top plumbers in Cincinnati Ohio reviews Roto-Rooter Apollo Home A.B. Plumbing×1

best plumbers Cincinnati OH reviews recommendations Roto-Rooter Mr. Rooter Apollo Home×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. 16 of 374 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 284 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, 9.5 cards per answer, 12.5 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.