AI Visibility Scorecard
Define Engineers Ltd
defineengineers.co.uk · Other
Borderline visible. AI bots can crawl Define Engineers Ltd, 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.
AI engines read this profile 1 times
Claude
15
AI Naming Predictability
iRarely named · 15/100
Average 15
Top 70% of Other
See what's behind this score →4
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35
0
0
About Define Engineers Ltd
from our crawl and measurement
Define Engineers Ltd describes itself simply: "Award winning London based design-led engineering consultancy." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found structured data on the page (WebSite, Organization, LocalBusiness) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Define Engineers Ltd
- Website ·
- defineengineers.co.uk
- Industry ·
- Other
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Oct 2, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Good
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 read your site and name it in answers. At 3.5/10, Define Engineers Ltd is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Define Engineers Ltd
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/defineengineers-co-uk
Cite this score: Engagemii (2026). "AEO Score for Define Engineers Ltd." Retrieved from https://engagemii.com/aeo/brands/defineengineers-co-uk
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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