AI Visibility Scorecard
mlblab.org · Education
Somewhat visible. AI bots can read Mariko Bennett Lab, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Meta AI · Claude · Apple Intelligence
#133,444 of 937,379 in Education for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Mariko Bennett Lab describes itself simply: "In the Mariko Bennett lab create and employ techniques to understand the origin and function of microglia and to advance microglial replacement therapies for pediatric neuroimmunological." Its AI visibility score is 5.7 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clear heading structure and crawler access and the files AI engines look for. It is passable on a partly stated business identity, a few credibility markers and partial sitemap and link coverage. What holds it back is structured data describing the business.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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.
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.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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 5.7/10, Mariko Bennett Lab has a working base to build on - fixable, and the signals above are where to start.
What do glia do in health and disease?
We study human tissues and disease models to understand the role of microglia and astrocytes in human neuroinflammatory disease. We also investigate how microglia help build the developing nervous system to identify new potential therapeutic approaches.
How can we better engineer microglia?
Viral transduction is a powerful method gene therapy and targeting. We are fascinated by the ability of microglia to restrict viral infection and are uncovering new microglial restriction factors and methods for targeting microglia with experimental viruses to introduce genes.
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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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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mlblab-org
Cite this score: Engagemii (2026). "AEO Score for Mariko Bennett Lab." Retrieved from https://engagemii.com/aeo/brands/mlblab-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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