AI Visibility Scorecard
Les Pence Construction and Roofing, LLC
lespenceconstruction.com · Home & Living
Borderline visible. AI bots can crawl Les Pence Construction and Roofing, LLC, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 2 times
Claude · Meta AI
#1,145,258 of 1,377,083 in Home & Living for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Les Pence Construction and Roofing, LLC
from our crawl and measurement
"Call the construction, remodeling & roofing experts at Les Pence Construction & Roofing, the best in construction in the Chesnee & Spartanburg, SC area since 1989!." That is how Construction, Remodeling, Additions & Roofing of Chesnee, SC introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
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 3.5/10, Les Pence Construction and Roofing, LLC is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Les Pence Construction and Roofing, LLC
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 16, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lespenceconstruction
Cite this score: Engagemii (2026). "AEO Score for Les Pence Construction and Roofing, LLC." Retrieved from https://engagemii.com/aeo/brands/lespenceconstruction
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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