Plumbing
Nashville, TN
8 months, ongoing

Named in AI search for 12 of 16 emergency questions

A Nashville plumber was invisible when homeowners asked their phone about a burst pipe. Answer-first content made them the name AI gives.

12 of 16
Emergency questions earning an AI citation
+41%
Non-branded organic sessions
21%
Of new leads who cited an AI tool
Months 2-8, tracked monthly across four AI platforms
Cumberland Comfort Plumbing case study

The situation

Cumberland ranked fine on Google but the owner noticed something: when he asked ChatGPT who to call for a water heater failure in Nashville, it named three shops and none were his.

He wanted to know whether that mattered before it cost him.

The problem

Ranking on Google and being cited by a model are two different jobs. Google rewards pages; models reward clear, attributable answers.

Their site had strong service pages and almost no answer content, no entity schema, and nothing a model could quote cleanly.

The work

The results

Tracked with monthly prompt testing across four platforms plus lead-source tagging.

Citations rose from zero to 12 of 16 target questions. Non-branded sessions rose 41%. 21% of new leads named an AI tool as the referrer.

Honest note: AI citations move week to week. This is a surface to hold, not a rank to win once.

A guy called at midnight and said the AI told him to shut the main and call us. That had never happened before.

Sample Client Name
Owner, Cumberland Comfort Plumbing
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AI search rewards being quotable. If every page opens with throat-clearing, a model has nothing to lift.

Write the 15 questions your customers actually ask, answer each in the first paragraph with real numbers, and publish prices.

Embedded Marketing Team

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