⚡ This is your brand? Claim your page FREE and bring it to life on AI search.
AI Visibility Scorecard
Grumpy Works
grumpyworks.com · Technology
Borderline visible. AI bots can crawl Grumpy Works, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,259,135 of 2,812,091 in Technology for AI visibility
3.5
/10
AEO Score
About Grumpy Works
from our crawl and measurement
"Grumpy Works builds AI-first applications for practical workflows. Grumpy Bids helps small businesses find, understand, and pursue government contract opportunities faster." That is how Grumpy Works introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
The site gets some of it right: it has structured data on the page (Organization), a sitemap, a readable heading structure. What holds it back is what is absent, including an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3.5/10, Grumpy Works is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Grumpy Works
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Grumpy Works.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/grumpyworks
Cite this score: Engagemii (2026). "AEO Score for Grumpy Works." Retrieved from https://engagemii.com/aeo/brands/grumpyworks
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform