Sample report with illustrative data. Example Plumbing Co is not a real business.

AI Visibility Report

Example Plumbing Co

Springfield · Plumbing · Panel of 6 buyer questions · Run across the major AI assistants

Market tested: plumbing in Springfield

Demo engines · 6 buyer questions · Sample run

Scores reflect exactly how your market was described. The same business can score differently under different industry wording because AI answers change with the question.

Executive summary

The assistants mentioned Example Plumbing Co in 2 of 6 buyer questions and never made it the recommendation. Demo Rooter LLC won 3 of the 6 answers on the strength of its review profile, and every losing answer cited reviews.example or roundup.example, where Example Plumbing Co has no presence.

Visibility score

How often and how favorably the assistants surface this business across the panel.

Mentioned

2 of 6

Questions where the assistants mentioned the business at all. The misses are the emergency and remodel prompts, which carry the most buying intent.

Who wins instead

Demo Rooter LLC

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Competitive intel

Why competitors win right now

The competitor edge

What the demo answers actually credited each winner with.

1
Demo Rooter LLC
The answers credited its hundreds of recent reviews and its spot in the local roundup, and it was the pick for both the best plumber and remodel questions.
2
Sample Drain Pros
It owned the emergency question because the assistants found 24 hour service stated clearly on its profile and site.
3
Illustrative Pipe Works
It was named for the licensed repipe question on the strength of a trade association listing the assistants cited.

Your source gaps

Sources the answers cited while naming competitors, where the demo business was absent. Earning a real presence on these is where the fix plan starts.

reviews.example
roundup.example
citylist.example

What the assistants said, question by question

Illustrative rows. A real report shows the full answer text for every question.

Buyer question	Mentioned	Who got recommended	Sources cited
Who is the best plumber in Springfield?	No	Demo Rooter LLC, Sample Drain Pros	reviews.example, citylist.example
I have a burst pipe, who should I call in Springfield?	No	Sample Drain Pros	placeholderdirectory.example
Affordable water heater replacement near Springfield	Yes	Example Plumbing Co, Demo Rooter LLC	exampleplumbing.example, reviews.example
Top rated plumbers for bathroom remodels in Springfield	No	Demo Rooter LLC, Illustrative Pipe Works	roundup.example, reviews.example
Is Example Plumbing Co any good?	Yes	Mixed answer, points to thin review profile	reviews.example, mapslisting.example
Licensed plumber for a repipe in Springfield	No	Illustrative Pipe Works	tradeassociation.example

The fix plan

Ordered by impact. Each fix cites the evidence above and comes with concrete steps, the way a real report writes them.

Complete and verify the business profile

High impactLow effort

The assistants leaned on map listings for the emergency and near me questions, and the demo profile is missing services, hours, and photos, so it gets skipped.

1.Claim and verify the profile on the major map platforms
2.Fill in every service, the full service area, and real hours
3.Add 15 to 20 recent job photos with plain descriptions
4.Keep name, address, and phone identical everywhere

Build the review profile on the cited platforms

High impactMedium effort

reviews.example was cited in almost every answer and Demo Rooter LLC wins on review depth, while the demo business has a thin profile there.

1.Set up a simple review request sent after every completed job
2.Ask in person at handoff, then follow up once by text
3.Reply to every review, good or bad, within a week
4.Never buy, trade, or incentivize reviews

Publish service pages that answer the actual questions

Medium impactMedium effort

The repipe and bathroom remodel questions were lost because there is no page about either service for the assistants to cite.

1.Write one clear page per service in plain language
2.Answer the exact questions buyers ask, including price ranges
3.Add structured data markup for the business and each service
4.Link each page from the home page and the profile

Earn a spot in the roundups the assistants cite

Medium impactHigh effort

roundup.example drives two of the losing answers and lists three competitors, so absence there is a repeated loss.

1.List every roundup and directory cited in this report
2.Submit through each one's legitimate inclusion process
3.Provide proof of licensing and insurance where asked

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