AI Visibility Scorecard
systemthinkinglab.ai · Education
Borderline visible. AI bots can crawl Systems Thinking Lab, 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 11 times
Claude · Meta AI · Apple Intelligence · ShapBot
#368,979 of 937,745 in Education for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Education average 14
Top 51% of Education
See what's behind this score →4
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Education average 4. Claim your page and Engagemii is your first.
See what's behind this score →85
Muse Index Score
iAI agent readiness
Transactable · 85/100
Education average 13
See what's behind this score →4
from our crawl and measurement
Systems Thinking Lab, based in San Francisco, CA, describes itself simply: "Transform from junior engineer to senior system thinker. Master the 7 building blocks that power every software system with AI-powered personalized learning." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (Course, Organization, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 read your site and name it in answers. At 4/10, Systems Thinking Lab is crawlable but under-signaled - fixable, and the signals above are where to start.
What is Systems Thinking in the AI Era?
Systems Thinking in the AI Era is a 4-course series that teaches the universal framework for understanding how systems work. You'll master 7 universal building blocks + 3 external entities through hands-on discovery labs, real-world case studies, and system design challenges. Whether you're an engineer, data scientist, or technical leader, this develops architectural decision-making skills that let you direct AI tools effectively.
How many courses are in the series?
4 courses total: I: The Seven Building Blocks, II: Content Systems, III: Real-Time Systems, IV: Business Integration Systems. Courses II-IV are available at early-bird pricing while videos are being recorded. Course I is the required foundation for all other courses.
What are the 7 universal building blocks?
The 7 universal building blocks are: Service (request/response), Worker (background processing), Key-Value Store (caching), File Store (media storage), Queue (messaging), Relational Database (structured data), and Vector Database (AI/similarity search). These interface patterns power Instagram, Netflix, Uber, Gmail, and every system you use daily.
How does system thinking help me work with AI?
AI tools excel at implementation but require human guidance for architectural decisions. System thinkers understand when to use which building block patterns, how to compose them for specific requirements, and how to evolve systems over time. This high-level thinking lets you direct AI tools effectively—you make the architectural decisions while AI helps with implementation.
How much does the course series cost?
Each course is $299. Start with the free 8-minute preview to experience the transformation, then enroll in Course I: The Seven Building Blocks. Additional courses can be purchased individually as you progress through the series.
Do I need programming experience?
Yes, you should be comfortable reading and understanding code. The course focuses on system design and architectural thinking rather than teaching programming fundamentals. If you can implement features but struggle with architectural decisions like 'How would you design Instagram?', this course is perfect for you.
How much time does Course I take to complete?
Course I is designed as a 10-week experience, with 1-2 hours of content per week. This includes 12 video lessons, 2 interactive Python labs, comprehensive assessment, and a 3-part system design challenge. The course is self-paced—you can move faster if you'd like. All content remains accessible forever.
Who is the instructor?
Kay Ashaolu is a Continuing Lecturer at UC Berkeley School of Information with 10+ years teaching experience, and an Engineering Manager with 15+ years industry experience at Pinterest, AncestryDNA, and Morgan Stanley. He holds degrees from Princeton University (B.S.E. Electrical Engineering) and UC Berkeley (M.I.M.S.). His research focuses on accelerating professional growth for early-career software engineers.
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/systemthinkinglab-ai
Cite this score: Engagemii (2026). "AEO Score for Systems Thinking Lab." Retrieved from https://engagemii.com/aeo/brands/systemthinkinglab-ai
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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