AI Visibility Scorecard
grumpycmo.com · Technology
Borderline visible. AI bots can crawl GrumpyCMO, 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
Claude
#1,603,904 of 2,707,329 in Technology for AI visibility
59
AI Naming Predictability
iSometimes named · 59/100
4
AEO Visibility
iBorderline · 4.4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
GrumpyCMO is a business whose own site puts it this way: "Skip to main content Toggle navigation GrumpyCMO Freemium vs." When AI engines look at it, they find little to work with. It scores 4.4 out of 10.
Our crawl found structured data on the page (WebSite, CollectionPage), 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).
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
Fair
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.
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.
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 4.4/10, GrumpyCMO is crawlable but under-signaled - fixable, and the signals above are where to start.
Case study: The perfect product launch?
March 8, 2016March 8, 2016 GrumpyCMO Ever so often I come across a company, product launch or marketing tactic that I feel compelled to write about it here. One company, which has made a real impact in its niche in a very short time, is Zwift.
Content marketing – what’s all the fuss about?
October 22, 2015January 12, 2016 GrumpyCMO I’ve been around marketing for a long time, and I’m getting really tired of having the words “content marketing” shoved in my face all the time. Before anyone starts calling me a dinosaur who needs to keep up with the times, I have two things to say. I believe in everything that content marketers spout about, and it’s nothing that we all shouldn’t have always been doing.
Is this your brand?
The exact fixes for GrumpyCMO
Which AI engines already crawl you
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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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Scored by Engagemii on August 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/grumpycmo
Cite this score: Engagemii (2026). "AEO Score for GrumpyCMO." Retrieved from https://engagemii.com/aeo/brands/grumpycmo
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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