AI Visibility Scorecard
J P Engineering Services
jp-engineers.com · Home & Living
Somewhat visible. AI bots can read J P Engineering Services, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#293,698 of 1,375,078 in Home & Living for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About J P Engineering Services
from our crawl and measurement
"Bespoke machine building, industrial automation and machine vision integration for UK manufacturers. Design, build and commissioning under one roof." That is how J P Engineering Services Ltd. of Denton, Manchester, Greater Manchester introduces itself. Its AI visibility score is 5.3 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 (Organization), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
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
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 5.3/10, J P Engineering Services has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
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The exact fixes for J P Engineering Services
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/jp-engineers
Cite this score: Engagemii (2026). "AEO Score for J P Engineering Services." Retrieved from https://engagemii.com/aeo/brands/jp-engineers
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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