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AI Visibility Scorecard
toscaroofing.com · construction
Somewhat visible. AI bots can read Roofing Contractor Plant City | Valrico | Tosca Roofing CloseClose, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
ChatGPT · Apple Intelligence
#19,646 of 790,652 in Home & Living for AI visibility
6.2
/10
AEO Score
from our crawl and measurement
"Tosca Roofing is a trusted roofing contractor in Valrico, FL, providing roof repairs, roof replacement, storm damage repair, and residential and commercial roofing. Free estimates." That is how Roofing Contractor Plant City of Plant City, FL introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.2 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure, visible credibility markers, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a partly stated business identity. What holds it back is structured data describing the business.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited once in our tracking, including Applebot (Siri).
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
9
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Trust
1
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions found yet.
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 6.2/10, Roofing Contractor Plant City | Valrico | Tosca Roofing CloseClose has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Roofing Contractor Plant City | Valrico | Tosca Roofing CloseClose
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Weekly ChatGPT & Claude citation tracking
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/toscaroofing
Cite this score: Engagemii (2026). "AEO Score for Roofing Contractor Plant City | Valrico | Tosca Roofing CloseClose." Retrieved from https://engagemii.com/aeo/brands/toscaroofing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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