#210,121 OF 724,275 IN E-COMMERCE
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AI Visibility Scorecard
Grumpy Custard
grumpycustard.com · E-commerce
Borderline visible. AI bots can crawl Grumpy Custard, 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 1 times
Claude
#210,121 of 724,275 in E-commerce for AI visibility
5
AEO Visibility
iBorderline · 5/10
45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
0
AI Adoption
iNone detected · 0/100
About Grumpy Custard
from our crawl and measurement
Grumpy Custard describes itself simply: "Skip to content Facebook Instagram TikTok Pinterest Free UK shipping on orders over £30 Enjoy 10% off your first order over £20 with the code WELLHELLOTHERE We plant one tree and offset 1kg." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.0 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
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 5/10, Grumpy Custard is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Grumpy Custard
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 Grumpy Custard.
Source & Attribution
Scored by Engagemii on August 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/grumpycustard
Cite this score: Engagemii (2026). "AEO Score for Grumpy Custard." Retrieved from https://engagemii.com/aeo/brands/grumpycustard
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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