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AI Visibility Scorecard
AI + consumer
aiconsumer.substack.com · Technology
Well-positioned for AI search. The breakdown below shows where AI + consumer is still leaving points on the table.
Monitoring for AI engine activity
In the Engagemii AEO index
#10,341 of 2,684,203 in Technology for AI visibility
8
AEO Visibility
iVisible · 7.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
?
AI Adoption
iNone detected · -/100
About AI + consumer
from aiconsumer.substack.com
Exploring the intersection of consumer startups, the AI application layer, and growth strategies—with a special focus on prosumer. Click to read AI + consumer, by Kamil Ruczynski, a Substack publicati
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
8
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
10
Press and news coverage.
Community
10
Forum and community discussion.
Social Mentions
10
Social discussion and mentions.
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 7.5/10, AI + consumer has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for AI + consumer
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on September 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/aiconsumer-substack
Cite this score: Engagemii (2026). "AEO Score for AI + consumer." Retrieved from https://engagemii.com/aeo/brands/aiconsumer-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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