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AI Visibility Scorecard
The Duchy of Grand Punwick
deansfp.com · Media & Entertainment
At 2.7/10, The Duchy of Grand Punwick is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,743,439 of 1,864,791 in Media & Entertainment for AI visibility
2.7
/10
AEO Score
About The Duchy of Grand Punwick
from our crawl and measurement
The Duchy of Grand Punwick describes itself simply: "Skip to content About DFP on PRIDE Books Our Newest Book… Downloads Contact The DUCHY of GRAND PUNWICK:Children’s Books by Deans Family Productions We offers you quality children’s books." As far as answer engines are concerned it may as well not exist yet: 2.7 out of 10.
On the page it is passable on a workable page structure, a partly stated business identity and basic crawler access. What holds it back is sitemaps and entity links AI can follow, structured data describing the business and credibility markers like credentials or reviews.
Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
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 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 2.7/10, The Duchy of Grand Punwick is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The Duchy of Grand Punwick
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/deansfp
Cite this score: Engagemii (2026). "AEO Score for The Duchy of Grand Punwick." Retrieved from https://engagemii.com/aeo/brands/deansfp
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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