Original Data & Framework
The Roofing AI Visibility Score: How It's Calculated
Direct Answer
What is the AI Visibility Score and how is it calculated?
The AI Visibility Score is a 0–100 estimate of how well a roofing company's website is structured to be quoted by AI answer engines like ChatGPT, Google AI Overviews, and Perplexity. It combines four weighted inputs — structured data coverage, answer-formatted content, entity clarity, and citation-readiness — into a single directional score. It is a diagnostic estimate, not a guarantee of AI citations or rankings.
Purpose
Roofing contractors increasingly lose visibility not because their service is worse, but because their websites are hard for AI answer engines to parse and quote. The AI Visibility Score gives owners a single, repeatable diagnostic that translates abstract 'AEO readiness' into something they can track and improve over time.
Why a single score
Owners don't have time to audit schema markup or content structure line by line. A 0–100 score collapses dozens of technical signals into one number that trends up as a site becomes more quotable, making progress legible without requiring technical expertise.
What it does not measure
The score does not measure ad performance, close rates, or whether a specific AI engine will actually cite a page on a given day. AI engines change their selection logic frequently, so the score reflects readiness and structure — the factors a contractor can control — rather than guaranteed placement.
Inputs
- Structured data coverage (35%)
- Presence and validity of Organization, LocalBusiness, FAQPage, and Service schema across key pages.
- Answer formatting (30%)
- Whether pages lead with a direct, self-contained answer and use clear question-based headings.
- Entity clarity (20%)
- Consistency of business name, service areas, and service definitions across the site and the web.
- Citation-readiness (15%)
- Presence of stated methodology, dates, and verifiable claims that AI engines prefer to quote.
How the calculation works
Score = (StructuredData × 0.35) + (AnswerFormatting × 0.30) + (EntityClarity × 0.20) + (CitationReadiness × 0.15)
Each input is scored 0–100 by automated checks plus a manual review pass, then weighted and summed. The result is rounded to the nearest whole number.Example calculation
| Structured data coverage | 70 × 0.35 = 24.5 |
|---|---|
| Answer formatting | 55 × 0.30 = 16.5 |
| Entity clarity | 80 × 0.20 = 16.0 |
| Citation-readiness | 40 × 0.15 = 6.0 |
| Estimated AI Visibility Score | 63 / 100 |
Assumptions & disclaimer
- Inputs are assessed at a single point in time and can change as the site or AI engines change.
- Weights reflect our current view of what AI engines reward and are reviewed periodically.
- A higher score indicates better structural readiness, not a promise of citations, rankings, or leads.
- Manual review introduces some subjectivity, particularly for entity clarity.
The AI Visibility Score is a diagnostic estimate provided for informational purposes. It does not guarantee that any AI engine will cite your website, that your search rankings will improve, or that you will receive more leads. Results vary by market, competition, and factors outside RooferFuel.ai's control.
Frequently Asked Questions
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