AI Visibility Scorecard
ScrollDrift
scrolldrift.com · Technology
Borderline visible. AI bots can crawl ScrollDrift, 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 2 times
Claude
#1,865,650 of 2,707,329 in Technology for AI visibility
52
AI Naming Predictability
iSometimes named · 52/100
4
AEO Visibility
iBorderline · 4/10
50
Muse Index Score
iAI agent readiness
Transactable · 50/100
0
AI Adoption
iNone detected · 0/100
About ScrollDrift
from our crawl and measurement
"Auto-scroll Wikipedia articles curated by topic. Passive learning for your second monitor, phone, or commute." That is how ScrollDrift introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (WebApplication), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once 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
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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.
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 4/10, ScrollDrift is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is Scroll Drift?
Scroll Drift is a free Wikipedia reader that scrolls articles automatically, curated by topic. Set it on your second monitor as ambient background reading, use it during a commute, or run it in the background to absorb knowledge without effort.Unlike traditional Wikipedia browsing, Scroll Drift is designed for continuous, passive discovery — an endless stream of articles you never have to actively navigate.
Is this your brand?
The exact fixes for ScrollDrift
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 ScrollDrift.
Source & Attribution
Scored by Engagemii on September 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/scrolldrift
Cite this score: Engagemii (2026). "AEO Score for ScrollDrift." Retrieved from https://engagemii.com/aeo/brands/scrolldrift
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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