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AI Visibility Scorecard
Justin Soest. The funk is in the flaw
edit17.com · Food & Beverage
Borderline visible. AI bots can crawl Justin Soest. The funk is in the flaw, 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 3 times
Meta AI · Claude
#658,321 of 1,362,197 in Food & Beverage for AI visibility
4.3
/10
AEO Score
About Justin Soest. The funk is in the flaw
from our crawl and measurement
Edit17 describes itself simply: "Justin B Soest, creative director, art director, resident trash talker." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
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
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
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
6
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 4.3/10, Justin Soest. The funk is in the flaw is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Justin Soest. The funk is in the flaw
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/edit17
Cite this score: Engagemii (2026). "AEO Score for Justin Soest. The funk is in the flaw." Retrieved from https://engagemii.com/aeo/brands/edit17
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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