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AI Visibility Scorecard
Groundwork — Field notes on people, place, and progress
anna-pinter.com · Technology
Borderline visible. AI bots can crawl Groundwork — Field notes on people, place, and progress, 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
#2,060,430 of 2,602,224 in Technology for AI visibility
3.5
/10
AEO Score
About Groundwork — Field notes on people, place, and progress
from our crawl and measurement
"Groundwork: essays and field notes on community-led international development, from every corner of the world." That is how Groundwork — Field notes on people, place, and progress introduces itself. When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
The site gets some of it right: it has a readable heading structure. What holds it back is what is absent, including structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
4
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
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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, Groundwork — Field notes on people, place, and progress is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Groundwork — Field notes on people, place, and progress
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/anna-pinter
Cite this score: Engagemii (2026). "AEO Score for Groundwork — Field notes on people, place, and progress." Retrieved from https://engagemii.com/aeo/brands/anna-pinter
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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