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AI search visibility audit

Harbor Plumbing (sample)

harborplumbing.example
Visibility score
41/100
Medium confidence
How ready AI assistants are to find, trust and name Harbor Plumbing (sample).
Named in AI answers
22
of 120 answers checked (18%), November 2026
Share of Voice
14%
#3 of 6 brands named
Across 120 buyer questions this month, ChatGPT, Claude and Gemini named Harbor Plumbing in 22 answers (18%). Rapid Rooter was named in 61. The site is technically ready for AI crawlers, but nothing outside it vouches for the business: no review profiles are linked, and none of the sites AI cites for local plumbing questions mention it.

Score by area

AreaScoreWhat we found
On-site readiness 88 No technical check fails; 2 of 14 need attention.
Citations in AI answers 14 Named in 22 of 120 buyer answers (18%); its own site was cited in 4.
Clarity of who you are 45 Organization markup is present, but it links to no profiles, and a parked harborplumbing.co shares the name.
Reviews and listings 0 The site links to no review or directory profile.
Authority and links 20 Harbor Plumbing (sample) appears on 1 of the 6 sites AI cites most for its questions that could be read.

Who AI recommends Share of Voice

Rapid Rooter
38%
Bayside Drains
21%
Harbor Plumbing (sample)YOU
14%
Coastline Pipe & Heat
11%

By AI engine Share of Voice

ChatGPT
19%
Gemini
14%
Claude
9%

Authority and links

CheckResult
Cited by AI in 31 answers: yelp.comDoesn't name you
Cited by AI in 18 answers: angi.comNames you
Cited by AI in 12 answers: reddit.comDoesn't name you

Clarity of who you are

CheckResult
Organization schemaPass
Linked social profilesFail
harborplumbing.coParked, for sale or coming soon

Reviews and listings

CheckResult
Google Business ProfileNot linked
YelpNot linked
BBBNot linked

On-site readiness

CheckResult
llms.txtWarn
FAQ schema on service pagesWarn

Recommended fixes

Quick wins under 30 days

  1. Link the review profiles you already have.Add Google Business Profile, Yelp and BBB to the site footer and to sameAs in the Organization markup, so engines can connect them to the business.
  2. Publish llms.txt.A short file at the domain root describing the services, area and key pages.

Strategic 60 to 90 days

  1. Publish answers to the questions competitors win.One clear page per buyer question where Rapid Rooter is named instead, written so engines can quote its first lines.
  2. Get onto the sites AI cites for your questions.AI keeps citing yelp.com and reddit.com for local plumbing questions, and neither names the business yet.

Data sources and gaps

SourceStatusNote
Live answers from ChatGPT, Claude and GeminiUsed120 answers, November 2026
Review and directory listingsPartialOnly listings the website links to
Full backlink listNot measuredNeeds a commercial backlink index; not part of this report