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AI Visibility Scorecard
Spec Kitty
spec-kitty.ai · Technology
Borderline visible. AI bots can crawl Spec Kitty, 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
Meta AI · Claude · Apple Intelligence
#2,098,571 of 2,659,727 in Technology for AI visibility
3
AEO Visibility
iNear-invisible · 3.2/10
65
Muse Index Score
iAI agent readiness
Agent-ready · 65/100
0
AI Adoption
iNone detected · 0/100
About Spec Kitty
from our crawl and measurement
Spec Kitty describes itself simply: "Spec Kitty TeamSpace turns local agent work into visible, reviewable delivery progress with specs, work packages, evidence, reviews, and launch readiness in one shared record." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.2 out of 10.
Our crawl found structured data on the page (Organization, WebSite, WebPage), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 3.2/10, Spec Kitty is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Do we need to replace our developers or delivery process to use Spec Kitty?
No. Spec Kitty is designed for software organizations that already have developers, planning systems, review habits, and engineering standards. It adds a workflow layer for agentic coding without asking teams to throw away the process they already trust.
Why review the spec before generated code?
Reviewing the spec is the better control point. When teams align on the spec, acceptance criteria, and constraints in natural language first, review gets easier, rework drops, and generated code is much less likely to drift from intent.
Does everyone need to use the same AI coding tool?
No. Spec Kitty standardizes the workflow layer: specs, plans, work packages, review, and acceptance. Teams can keep their preferred coding tools while still working inside one consistent operating model.
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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/spec-kitty-ai
Cite this score: Engagemii (2026). "AEO Score for Spec Kitty." Retrieved from https://engagemii.com/aeo/brands/spec-kitty-ai
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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