AI Visibility Scorecard
Back to the Fridge
backtothefridge.com · Media & Entertainment
Borderline visible. AI bots can crawl Back to the Fridge, 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 9 times
Claude · Meta AI
#233,815 of 1,966,289 in Media & Entertainment for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Back to the Fridge
from our crawl and measurement
Back to the Fridge describes itself simply: "An odd and somewhat humorous collection of bits on weight loss, not designed to help anybody." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
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
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
Strong
Inbound links from other sites.
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, Back to the Fridge is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Any Diet News?
December 4th, 2015 With everything else going on late, I nearly forgot to let you in on the most important topic of all: I’m on a diet. I realize that’s not saying much. I mean, I’m never not on a diet.
Did Someone Say Graphs?
March 24th, 2014 We’re now two weeks into Attempt #113 and the net total loss is: 0.0 lbs. Yay me. The same problem continues: very little to eat for twenty-three hours of each day, followed by way too much to eat for one hour of each day.
So Now What?
September 19th, 2011 Once again, I find myself at a crossroads. This isn’t my first time. After all, I’ve been suffering from chronic mid-life crisis since I was twelve years old. You’d think after several decades a body would figure out what he wants to be when he grows up, but apparently it’s not that easy.
Is this your brand?
The exact fixes for Back to the Fridge
Which AI engines already crawl you
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Back to the Fridge.
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/backtothefridge
Cite this score: Engagemii (2026). "AEO Score for Back to the Fridge." Retrieved from https://engagemii.com/aeo/brands/backtothefridge
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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