AI Visibility Scorecard
SHAPE Ecosystem
shape-ecosystem.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl SHAPE Ecosystem, 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 2 times
Claude
#71,068 of 269,066 in Manufacturing & Industrial for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 21% of Manufacturing & Industrial companies
4
AEO Visibility
iBorderline · 4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About SHAPE Ecosystem
from our crawl and measurement
SHAPE Ecosystem is a business whose own site puts it this way: "We bring together companies, research organisations and universities to collaborate on RDI projects that advance innovation in circularity, remanufacturing, digitalisation, material." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (WebSite), 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).
The 6 signals AI reads
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.
Off-page authority
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.
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 4/10, SHAPE Ecosystem is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Wait - what exactly is SHAPE?
SHAPE is an innovation ecosystem launched by Mirka to create new solutions for transforming the manufacturing industry. Business Finland has granted 20 million euros in development funding for the SHAPE programme as well as 50 million euros to the ecosystem companies surrounding the project. Roadmap SHAPE is a unique project and the first of its kind in Finland.
Is this your brand?
The exact fixes for SHAPE Ecosystem
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/shape-ecosystem
Cite this score: Engagemii (2026). "AEO Score for SHAPE Ecosystem." Retrieved from https://engagemii.com/aeo/brands/shape-ecosystem
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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