AI Visibility Scorecard
Stackguin
stackguin.com · Technology
Borderline visible. AI bots can crawl Stackguin, 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
#1,807,789 of 2,707,329 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.1/10
60
Muse Index Score
iAI agent readiness
Transactable · 60/100
0
AI Adoption
iNone detected · 0/100
About Stackguin
from our crawl and measurement
Stackguin describes itself simply: "A private suite under one login: Collections (catalogue what you own and tag each item with a QR code for privacy-safe lost-and-found), plus Sport, Finance, Subscriptions and Travel." When AI engines look at it, they find little to work with. It scores 4.1 out of 10.
Our crawl found structured data on the page (Organization, WebSite, SoftwareApplication), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
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
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 4.1/10, Stackguin is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to join. 🐧?
Stackguin is members-only, and there’s just one way in: an invitation link in the Lifeguin newsletter. The first one waddles out in Q4 2026 — subscribe now and you’ll be there when it lands, then a fresh invite every month after. One click creates your account, with every app on from day one.
Is this your brand?
The exact fixes for Stackguin
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 Stackguin.
Source & Attribution
Scored by Engagemii on August 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/stackguin
Cite this score: Engagemii (2026). "AEO Score for Stackguin." Retrieved from https://engagemii.com/aeo/brands/stackguin
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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