AI Visibility Scorecard
Jim Redfern Associates
jra.uk.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Jim Redfern Associates, 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
#8,391 of 270,432 in Manufacturing & Industrial for AI visibility
55
AI Naming Predictability
iRarely named · 55/100
Manufacturing & Industrial average 14
Top 6% of Manufacturing & Industrial
See what's behind this score →4.5
AEO Visibility
iBorderline · 4.5/10
Manufacturing & Industrial average 4.0
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Manufacturing & Industrial average 2. Claim your page and Engagemii is your first.
See what's behind this score →25
Muse Index Score
iAI agent readiness
Basic · 25/100
Manufacturing & Industrial average 18
See what's behind this score →0
About Jim Redfern Associates
from our crawl and measurement
"We specialise in all aspects of mechanical and electrical engineering, procurement and construction, including testing and inspection. Based in Cumbria." That is how Jim Redfern Associates introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.5 out of 10.
Our crawl found structured data on the page (BreadcrumbList, Organization, WebPage), a sitemap and a readable heading structure. It is missing an llms.txt file.
- Company ·
- Jim Redfern Associates
- Website ·
- jra.uk.com
- Industry ·
- Manufacturing & Industrial
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Oct 3, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Good
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Weak
No community discussion yet.
Social Mentions
Strong
Social discussion and mentions.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.5/10, Jim Redfern Associates is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Jim Redfern Associates
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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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/jra-uk
Cite this score: Engagemii (2026). "AEO Score for Jim Redfern Associates." Retrieved from https://engagemii.com/aeo/brands/jra-uk
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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