AI Visibility Scorecard
Scientific Discovery
scientificdiscovery.dev · Technology
Borderline visible. AI bots can crawl Scientific Discovery, 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 4 times
Claude · Meta AI
#1,075,612 of 2,706,057 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.9/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Scientific Discovery
from our crawl and measurement
Scientific Discovery describes itself simply: "Tracing the steps towards scientific progress. Click to read Scientific Discovery, by Saloni Dattani, a Substack publication with tens of thousands of subscribers." When AI engines look at it, they find little to work with. It scores 4.9 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Weak
No press coverage found yet.
Community
Good
Forum and community discussion.
Social Mentions
Weak
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 4.9/10, Scientific Discovery is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Scientific Discovery
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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 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/scientificdiscovery-dev
Cite this score: Engagemii (2026). "AEO Score for Scientific Discovery." Retrieved from https://engagemii.com/aeo/brands/scientificdiscovery-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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