AI Visibility Scorecard
Ann.Dev
anndev.org · Media & Entertainment
Borderline visible. AI bots can crawl Ann.Dev, 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
#1,607,334 of 1,965,750 in Media & Entertainment for AI visibility
4
AEO Visibility
iNear-invisible · 3.5/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
4
AI Adoption
iBasic · 4/100
About Ann.Dev
from our crawl and measurement
Ann.Dev describes itself simply: "Its quantized weights occupy 76.3 GiB, and my machine has 12 GB of VRAM and 32 GB of system RAM." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found structured data on the page (WebSite, Organization, CollectionPage), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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 3.5/10, Ann.Dev is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why Wayland?
First and foremost, performance and reduced input lag. Wayland is a modern replacement for X11, and it has much cleaner architecture, better application separation, and improved HiDPI hardware support.
What is a Tiling Window Manager and Why Should I Care?
So, a tiling window manager, as opposed to a floating window manager, organizes your windows in a non-overlapping, grid-like pattern. It will give you a superhuman ability to fly through your windows and workspaces with hotkeys and improve your productivity.
Is this your brand?
The exact fixes for Ann.Dev
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 Ann.Dev.
Source & Attribution
Scored by Engagemii on September 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/anndev-org
Cite this score: Engagemii (2026). "AEO Score for Ann.Dev." Retrieved from https://engagemii.com/aeo/brands/anndev-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform