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AI Visibility Scorecard
Spec4AI — Prompts drift. Specs ship.
spec4ai.com · E-commerce
Borderline visible. AI bots can crawl Spec4AI — Prompts drift. Specs ship., 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#435,231 of 614,070 in E-commerce for AI visibility
3.7
/10
AEO Score
About Spec4AI — Prompts drift. Specs ship.
from our crawl and measurement
"Stop babysitting your AI. Spec kits lock in what works so AI can't quietly rewrite your decisions. Browse the marketplace, try Studio, or build your own specs." That is how Spec4AI — Prompts drift. Specs ship. introduces itself. When AI engines look at it, they find little to work with. It scores 3.7 out of 10.
The site gets some of it right: it has a sitemap, 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.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3.7/10, Spec4AI — Prompts drift. Specs ship. is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Spec4AI — Prompts drift. Specs ship.
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The $4.6 Trillion Problem Every E-Commerce Brand Ignores
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/spec4ai
Cite this score: Engagemii (2026). "AEO Score for Spec4AI — Prompts drift. Specs ship.." Retrieved from https://engagemii.com/aeo/brands/spec4ai
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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