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AI Visibility Scorecard
Come Through Lab LTD
comethroughlab.com · E-commerce
Borderline visible. AI bots can crawl Come Through Lab 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#253,127 of 520,825 in E-commerce for AI visibility
4.5
/10
AEO Score
About Come Through Lab LTD
from our crawl and measurement
Come Through Lab LTD is a business whose own site puts it this way: "Come Through Lab is an independent photographic lab and fine art printing studio based in Manchester." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.5 out of 10.
On the page itself the strengths are clear: a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data and a workable page structure. What holds it back is 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.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
1
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.
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 4.5/10, Come Through Lab LTD is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Come Through Lab LTD
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The $4.6 Trillion Problem Every E-Commerce Brand Ignores
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/comethroughlab
Cite this score: Engagemii (2026). "AEO Score for Come Through Lab LTD." Retrieved from https://engagemii.com/aeo/brands/comethroughlab
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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