AI Visibility Scorecard
What’s Left of Jeff?
jeffrandomly.com · Media & Entertainment
Borderline visible. AI bots can crawl What’s Left of Jeff?, 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 4 times
Claude · Meta AI
#1,234,195 of 1,966,627 in Media & Entertainment for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
4
AEO Visibility
iBorderline · 4.2/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About What’s Left of Jeff?
from our crawl and measurement
What’s Left of Jeff? describes itself simply: "You may have heard that saying voiced in a more, shall we say, colorful manner." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and 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
Weak
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
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 4.2/10, What’s Left of Jeff? is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What are people saying about The OTHER Jeff Johnson?
Comments some sponsors and audience members have made about presentations by Jeff Johnson: Nikki After hearing you, I feel like I can conquer the world! Nikki Student / Dallas, Texas Darwin Jeff, you may never know how many lives that you influence through your program, but you should feel good about your program and the work that you are doing. Thanks, again, and I hope you will come back to our school in the future.
Is this your brand?
The exact fixes for What’s Left of Jeff?
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 What’s Left of Jeff?.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/jeffrandomly
Cite this score: Engagemii (2026). "AEO Score for What’s Left of Jeff?." Retrieved from https://engagemii.com/aeo/brands/jeffrandomly
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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