AI Visibility Audit — Sample Excerpt

Format demo · Sample scenario: roofing contractors, Minneapolis, MN · Run: 2026-11-02 · Rounds: 1 of 3 · Panel: public web discovery layer (AI-engine panel pending live session — see note)

What this sample is — and is not

This page shows the format of the audit report and the source breakdown behind it. The figures below come from one round of public web search using the same buyer-style wording as the audit questions. That measures the discovery layer — the same public sources AI engines draw on and cite — not AI answers themselves. No ChatGPT, Perplexity, Google AI Overviews, or Gemini answer was generated for this sample.

The paid audit replaces this layer with direct answers from 4 AI engines × 3 rounds (20 buyer-style questions each) and reports mention and citation rates across all rounds. Single-round numbers are never reported as findings.

Mini test record: 5 questions, 1 round (public web discovery, 2026-11-02)

#Buyer question (verbatim)Main source pages (organic results)Local businesses named (excerpt)
Q1best roofing contractors in Minneapolis MN recommendationsHook Agency's own listicle “9 Best Roofing Companies In Minneapolis”, Expertise.com, ThreeBestRated, BestProsInTownNorthface Construction, Owl Roofing, Kaufman Roofing, Storm Group Roofing, Sela Roofing, Snap Construction, Minnesota Exteriors, Central Roofing
Q2who should I hire for roof replacement after hail damage Minneapolishealthstartsinthekitchen listicle, Northland Roofing, Wright at Home, Viking ContractorsOwl Roofing, Kaufman Roofing, Twin City Roofing, Northland Roofing, Wright at Home Roofing, Viking Contractors
Q3best HVAC companies in Minneapolis MN heating furnace repairBlue Ox's own listicle (goblueox.com), IndustryOversight, ThreeBestRatedBlue Ox Heating & Air, Pronto Heating & Air, Stafford Home Service, Ray N. Welter, Standard Heating & Air, Hero Plumbing Heating Cooling
Q4best plumbers in Minneapolis MN recommendationsExpertise.com, HomeGuide, HomeBusinessMag, ThreeBestRated, ThumbtackRoto-Rooter, TJK Plumbing, Gray Duck Plumbing, Soderlin Plumbing, McQuillan Bros, Cichy's Water & Sewer, Paul Bunyan Plumbing, Bonfe Underground
Q5best home remodeling contractors Minneapolis MN reviewsHomeGuide, Houzz, ONE AllRatings, Best Pick ReportsA To Z Remodelers & Builders, Titus Contracting, Murphy Bros. Design Build, Bluestem Remodeling, Northrup Remodeling, Crystal Kitchen + Bath

Discovery share-of-voice, roofing questions (2 of 20 shown)

BusinessQ1 sources naming itQ2 sources naming it
Sela Roofing30
Snap Construction20
Kaufman Roofing11
Owl Roofing11
Storm Group Roofing10

What the answers are built from (observed)

“Best of” listicles (including one published by an agency), Expertise/ThreeBestRated-type directories, and review platforms. No business appeared on the strength of its own website alone.

Two real observations from this run:

Consistency checklist (excerpt)

What the paid audit includes

Noise disclosure (mandatory in every report): AI answers are non-deterministic; the same question can return different businesses on different runs. That is why the audit uses 3 rounds and reports rates across all rounds, never a single screenshot. A one-run number is not a finding. We do not promise that this audit — or the checklist fixes — will change AI answers, rankings, leads, or revenue.

Sample scenario is illustrative, not a named client of any agency. Paid audits use a client location the agency picks; we never ask for access to the agency's or the client's accounts. No medical, legal, or financial-services end clients. Figures above are from one round on the public web discovery layer, run 2026-11-02. The paid audit replaces this layer with direct answers from 4 AI engines × 3 rounds.