AI Visibility Scorecard
Into Design Systems + AI
intodesignsystems.substack.com · Technology
Somewhat visible. AI bots can read Into Design Systems + AI, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
ChatGPT · Claude
#845,594 of 2,705,019 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
4
AI Adoption
iBasic · 4/100
About Into Design Systems + AI
from our crawl and measurement
Into Design Systems + AI describes itself simply: "Learn the AI and vibe coding workflows top designers use. Tools, templates, frameworks and hands-on content on MCPs, Claude Code, CLIs and agentic workflows. Click to read Into...." Its AI visibility score is 5.1 out of 10: the engines can find it, but they do not have much to hold on to.
Under the hood there is a sitemap, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Fair
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
Weak
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
Strong
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
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 5.1/10, Into Design Systems + AI has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Into Design Systems + AI
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/intodesignsystems-substack
Cite this score: Engagemii (2026). "AEO Score for Into Design Systems + AI." Retrieved from https://engagemii.com/aeo/brands/intodesignsystems-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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