AI Visibility Scorecard
JP Forrest and Son
jpforrest.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl JP Forrest and Son, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#100,697 of 267,978 in Manufacturing & Industrial for AI visibility
5
AEO Visibility
iBorderline · 4.9/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About JP Forrest and Son
from our crawl and measurement
"J P Forrest and Son for machining and fabrication in the UK. Machined Fabs, Machined Fabrications, Heavy Machining, Coded Welding, Gearbox Repair - Trust our team of engineers to take care." That is how Machining and Fabrication, Machined Fabs and Machined Fabrications from J P Forrest introduces itself. When AI engines look at it, they find little to work with. It scores 4.9 out of 10.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite) and an llms.txt file for AI models. It is missing a sitemap and a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 4.9/10, JP Forrest and Son is crawlable but under-signaled - fixable, and the signals above are where to start.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on October 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/jpforrest
Cite this score: Engagemii (2026). "AEO Score for JP Forrest and Son." Retrieved from https://engagemii.com/aeo/brands/jpforrest
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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