AI Visibility Scorecard
pumpkinprojects.com · Food & Beverage
Borderline visible. AI bots can crawl Pumpkin Projects - toy design consultant, 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
#657,393 of 1,393,425 in Food & Beverage for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
25
Muse Index Score
iAI agent readiness
Agent-ready · 25/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"At Pumpkin Projects we create and design toys to enrich, stimulate, educate and solve problems. We specialise in research and analysis of the market, idea generation and product design." That is how Pumpkin Projects introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.
On the page itself the strengths are clear: a clearly stated business identity, visible credibility markers and crawler access and the files AI engines look for. It is passable on some structured data, a workable page structure and partial sitemap and link coverage.
Off the page, almost no other sites link to it, 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. Those are earned elsewhere on the web, not fixed on the site itself.
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
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, Pumpkin Projects - toy design consultant is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Pumpkin Projects - toy design consultant
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 Pumpkin Projects - toy design consultant.
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/pumpkinprojects
Cite this score: Engagemii (2026). "AEO Score for Pumpkin Projects - toy design consultant." Retrieved from https://engagemii.com/aeo/brands/pumpkinprojects
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