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AI Visibility Scorecard

Malmstrom Lab

Malmstrom Lab

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malmstromlab.com · Healthcare

Borderline visible. AI bots can crawl Malmstrom Lab, 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

#619,069 of 738,207 in Healthcare for AI visibility

3.6

/10

AEO Score

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About Malmstrom Lab

from our crawl and measurement

Malmstrom Lab is a Lund business whose own site puts it this way: "The lab website for the Malmstrom research lab, headed by Johan Malmström, Lund University, Sweden." When AI engines look at it, they find little to work with. It scores 3.6 out of 10.

On its own pages the site does well on a clearly stated business identity and crawler access and the files AI engines look for. It is passable on some structured data. What holds it back is a heading structure that lays out what it offers, sitemaps and entity links AI can follow and credibility markers like credentials or reviews.

Off the page, almost no other sites link to it, 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. None of that can be fixed on the page: it has to be earned.

The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Healthcare
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

5

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

4

Clear headings and answer-style content.

Entity Clarity

9

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

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

0

No inbound links found yet.

Domain Trust

0

Little domain authority yet.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

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 3.6/10, Malmstrom Lab is crawlable but under-signaled - fixable, and the signals above are where to start.

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Weekly ChatGPT & Claude citation tracking

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Picked for Malmstrom Lab: Health & Wellness

Trust Is the Product. AI Is How You Build It at Scale.

In health and wellness, you're not just selling a product. You're asking someone to trust you with their body.

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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/malmstromlab

Cite this score: Engagemii (2026). "AEO Score for Malmstrom Lab." Retrieved from https://engagemii.com/aeo/brands/malmstromlab

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

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