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AI Visibility Scorecard

Scientific Glass Blowing

Scientific Glass Blowing

Unclaimed

hgl-uk.com · Finance & Insurance

Borderline visible. AI bots can crawl Scientific Glass Blowing, 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

#298,986 of 766,188 in Finance & Insurance for AI visibility

5

AEO Visibility

i

Borderline · 4.7/10

10

Muse Index Score

i

AI agent readiness

Basic · 10/100

0

AI Adoption

i

None detected · 0/100

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About Scientific Glass Blowing

from our crawl and measurement

Scientific Glass Blowing is a business whose own site puts it this way: "Suppliers of bespoke scientific laboratory glass and laser engraved promotional gifts, as well as the Coremaster soil core sampler." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.

On the page itself the strengths are clear: crawler access and the files AI engines look for. It is passable on a partly stated business identity. What holds it back is sitemaps and entity links AI can follow, structured data describing the business, a heading structure that lays out what it offers and credibility markers like credentials or reviews.

Away from its own site, other sites link to it. Beyond that, the domain does not yet read as established, 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.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Finance & Insurance
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

2

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

10

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

4

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

8

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

No social discussion 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 4.7/10, Scientific Glass Blowing is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Scientific Glass Blowing: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

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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/hgl-uk

Cite this score: Engagemii (2026). "AEO Score for Scientific Glass Blowing." Retrieved from https://engagemii.com/aeo/brands/hgl-uk

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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