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Spec Kitty
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. Two-thirds of websites are invisible to them. Spec Kitty just got measured.
7/10 means Spec Kitty is somewhat visible. AI bots can read you, but you are missing the structured signals that would push citation rate above competitors.
About Spec Kitty
Spec Kitty helps software organizations use agentic coding inside the process they already trust, with reviewable specs, work packages, and workflow control before code generation runs away.
Details
Category: Technology
spec-kitty.aiAI Visibility Breakdown
10
Structured Data
5
Content Structure
6
Entity Clarity
3
E-E-A-T Signals
8
Technical AEO
8
AI Discoverability
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.
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Your full 6-category score breakdown
Exact fixes: robots.txt, schema, llms.txt
AI bot crawls from ChatGPT, Claude, Perplexity, Gemini
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Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on May 21, 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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