AI Visibility Scorecard
Spec Kitty
launchspec-kitty.com · Technology
Somewhat visible. AI bots can read Spec Kitty, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#464,592 of 2,707,329 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.4/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
12
AI Adoption
iBasic · 12/100
About Spec Kitty
from our crawl and measurement
"Your AI agents write the code. Your people make the calls. Spec Kitty makes sure coding agents build with what your experts know and what your team decided." That is how Spec Kitty introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, WebSite, WebPage), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 5.4/10, Spec Kitty has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Red button or blue button?
Every real system is thousands of red-or-blue calls, usually made by whoever is at the keyboard, and now by AI agents at machine speed. Deciding them well is still a human job, and most teams have no system for it.Problem 1Agents never read the wikiYour standards and past decisions live in people's heads and in wikis agents never read.
Is this your brand?
The exact fixes for Spec Kitty
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 Spec Kitty.
Source & Attribution
Scored by Engagemii on October 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/launchspec-kitty
Cite this score: Engagemii (2026). "AEO Score for Spec Kitty." Retrieved from https://engagemii.com/aeo/brands/launchspec-kitty
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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