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.
AI engines read this profile 2 times
Claude · Apple Intelligence
#595,300 of 738,818 in E-commerce for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
12
AI Adoption
iBasic · 12/100
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 3.5 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
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
Weak
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 3.5/10, 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.
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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.
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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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