AI Visibility Scorecard
Spec
buildwithspecs.com · Technology
Borderline visible. AI bots can crawl Spec, 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 1 times
Claude
#1,299,540 of 2,705,505 in Technology for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
12
AI Adoption
iBasic · 12/100
About Spec
from our crawl and measurement
"Learn how spec-driven development transforms AI-assisted coding. Plan before you build with structured requirements, design, and tasks." That is how Spec introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
The site gets some of it right: it has a readable heading structure, substantial page content. What holds it back is what is absent, including structured data describing the business, an llms.txt file, a sitemap.
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
Good
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
Fair
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 4/10, Spec is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is Spec-Driven Development?
A software methodology that prioritizes planning and documentation before writing code. Instead of diving straight into implementation, you create a comprehensive specification that guides every aspect of development. Structured Specifications Transform vague ideas into crystal-clear requirements that AI can execute flawlessly.
Is this your brand?
The exact fixes for Spec
Which AI engines already crawl you
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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.
Source & Attribution
Scored by Engagemii on September 5, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/buildwithspecs
Cite this score: Engagemii (2026). "AEO Score for Spec." Retrieved from https://engagemii.com/aeo/brands/buildwithspecs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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