AI Visibility Scorecard
Lilya
lilya.dev · Technology
Somewhat visible. AI bots can read Lilya, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · Apple Intelligence · Meta AI
#846,356 of 2,707,397 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Lilya
from our crawl and measurement
"Installation Additional Quickstart The normal way Using Lilya to decorate Learning paths Beginner path Production path Advanced path Definitions Run the application Migrating from FastAPI." That is how Lilya introduces itself. Its AI visibility score is 5.1 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
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
Good
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
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 5.1/10, Lilya has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What does it bring?¶?
Lilya comes bearing fruits. A lightweight ASGI toolkit/framework. Support for HTTP/WebSocket. Tasks (in ASGI known as background tasks). Lifespan events (on_startup/on_shutdown and lifespan). Native permission system. Middlewares (Compressor, CSRF, Session, CORS...). A native and optional client. Directive management control system for any custom scripts to run inside the application. Little hard dependencies.
Is this your brand?
The exact fixes for Lilya
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 Lilya.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lilya-dev
Cite this score: Engagemii (2026). "AEO Score for Lilya." Retrieved from https://engagemii.com/aeo/brands/lilya-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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