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AI Visibility Scorecard
F1000research
f1000research.com · Technology
Somewhat visible. AI bots can read F1000research, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
ChatGPT · Apple Intelligence · Meta AI
#533,695 of 2,641,190 in Technology for AI visibility
5.4
/10
AEO Score
About F1000research
from our crawl and measurement
F1000research describes itself simply: "F1000Research is an innovative open access publishing platform offering rapid publication and open peer review, whilst supporting data deposition and sharing." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.
Our crawl found structured data on the page (Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 4 times in our tracking, including GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
6
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
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
5
Established authority for your domain.
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 5.4/10, F1000research has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for F1000research
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for F1000research.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/f1000research
Cite this score: Engagemii (2026). "AEO Score for F1000research." Retrieved from https://engagemii.com/aeo/brands/f1000research
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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