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AI Visibility Scorecard
engdev.com · Manufacturing & Industrial
Somewhat visible. AI bots can read Judd Power, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude
#6,043 of 223,955 in Manufacturing & Industrial for AI visibility
6.3
/10
AEO Score
from our crawl and measurement
Judd Power is a business whose own site puts it this way: "Judd Power specialises in High Performance Engine Development, we are the brand name for engines, services and parts supplied by Engine Developments Ltd." Its AI visibility score is 6.3 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 (WebSite, Organization) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 6.3/10, Judd Power has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Judd Power
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/engdev
Cite this score: Engagemii (2026). "AEO Score for Judd Power." Retrieved from https://engagemii.com/aeo/brands/engdev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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