AI Visibility Scorecard
ingdesignltd.com · Food & Beverage
At 2.8/10, ING Design LTD is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 1 times
Claude
#1,267,686 of 1,393,482 in Food & Beverage for AI visibility
3
AEO Visibility
iNear-invisible · 2.8/10
25
Muse Index Score
iAI agent readiness
Agent-ready · 25/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
ING Design LTD is a business whose own site puts it this way: "Structural engineering with a touch of wizardry to make things look and be amazing. Structural engineers in Chorley." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.8 out of 10.
On the page itself the strengths are clear: a clearly stated business identity. It is passable on some structured data. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow, a heading structure that lays out what it offers and credibility markers like credentials or reviews.
Off the page there is only faint evidence that the domain is only lightly established. Beyond that, almost no other sites link to it, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
There is not much on the page to read either, about 47 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
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.
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 2.8/10, ING Design LTD is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for ING Design LTD
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ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on August 6, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ingdesignltd
Cite this score: Engagemii (2026). "AEO Score for ING Design LTD." Retrieved from https://engagemii.com/aeo/brands/ingdesignltd
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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