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AI Visibility Scorecard

Augmented Instruments Lab

Augmented Instruments Lab

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instrumentslab.org · Education

Somewhat visible. AI bots can read Augmented Instruments Lab, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 1 times

Claude

#190,200 of 904,095 in Education for AI visibility

5.6

/10

AEO Score

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About Augmented Instruments Lab

from our crawl and measurement

"Discover the Augmented Instruments Lab at Imperial College London, where music, engineering, and design converge to create cutting-edge instruments and tools." That is how Augmented Instruments Lab introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.6 out of 10, readable in places and missing in others.

The page falls short on a heading structure that lays out what it offers, a clearly stated business identity, the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow, structured data describing the business and credibility markers like credentials or reviews.

Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established and there is little discussion of it. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on 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). There is not much on the page to read either, about 66 words.

Industry · Education
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

4

Clear headings and answer-style content.

Entity Clarity

4

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

4

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

AI Discoverability

3

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

10

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

3

Forum and community discussion.

Reddit

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 5.6/10, Augmented Instruments Lab has a working base to build on - fixable, and the signals above are where to start.

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Picked for Augmented Instruments Lab: 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/instrumentslab-org

Cite this score: Engagemii (2026). "AEO Score for Augmented Instruments Lab." Retrieved from https://engagemii.com/aeo/brands/instrumentslab-org

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

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