AI Visibility Scorecard
pro-ffitt.com · Manufacturing & Industrial
Somewhat visible. AI bots can read Pro-ffitt Welding & Fabrication, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Claude · Meta AI · ShapBot · Perplexity
#26,311 of 268,284 in Manufacturing & Industrial for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 28% of Manufacturing & Industrial companies
6
AEO Visibility
iBorderline · 5.6/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Pro-ffitt is a Ashland, KY business whose own site puts it this way: "Pro-ffitt LLC, veteran-owned industrial pipe welding, custom fabrication, and field services in Ashland, KY. 20+ years experience. Call 606-928-1818." Its AI visibility score is 5.6 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebSite, LocalBusiness, WebPage), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
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.
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 5.6/10, Pro-ffitt Welding & Fabrication has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Pro-ffitt Welding & Fabrication
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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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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/pro-ffitt
Cite this score: Engagemii (2026). "AEO Score for Pro-ffitt Welding & Fabrication." Retrieved from https://engagemii.com/aeo/brands/pro-ffitt
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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