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AI Visibility Scorecard
Spatial Reasoning Benchmark: Do reasoning systems possess spatial awareness?
spatial-reasoning.com · Other
At 3/10, Spatial Reasoning Benchmark: Do reasoning systems possess spatial awareness? 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
3
/10
AEO Score
About Spatial Reasoning Benchmark: Do reasoning systems possess spatial awareness?
from our crawl and measurement
"Exploring the limits of scaling test-time compute for strong object recognition in reasoning systems." That is how Spatial Reasoning Benchmark: Do reasoning systems possess spatial awareness? introduces itself. When AI engines look at it, they find little to work with. It scores 3.0 out of 10.
The site is missing structured data describing the business, an llms.txt file and 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
0
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
2
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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
1
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
1
Forum and community discussion.
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 3/10, Spatial Reasoning Benchmark: Do reasoning systems possess spatial awareness? is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Spatial Reasoning Benchmark: Do reasoning systems possess spatial awareness?
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 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/spatial-reasoning
Cite this score: Engagemii (2026). "AEO Score for Spatial Reasoning Benchmark: Do reasoning systems possess spatial awareness?." Retrieved from https://engagemii.com/aeo/brands/spatial-reasoning
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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