AI Visibility
measured33/100
Emerging · in Education & LMS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals70/100
Solid fundamentals
Avg Prompt Score
11
across 281 prompts
AI Share of Voice
9%
across 265 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Education & LMS
Composite = 50% coverage + 30% engine breadth + 20% position, measured in the brand's strongest category. Position and citation depth join the score once the aggregation pipeline captures them. This is the measured Visibility score — separate from AEO Readiness, which scores fundamentals.
Per-stage performance
Cited rate · share of voice · engine consensus · sentiment, broken out by buyer-journey stage. Sentiment is the net positive−negative skew across engines that cited the brand at this stage.
Categories Arduino is visible in
1Executive summary
Arduino.cc is highly likely to be cited for “what is Arduino / how to use Arduino” style queries due to strong third-party coverage (Wikipedia) and active Reddit discussions. The biggest AI-citation risk is evaluation-style queries that expect B2B-style structured proof (pricing pages, SoftwareApplication/FAQPage schema, and comparison/alternatives surfaces); the domain appears more like a developer/hardware ecosystem than a SaaS buyer platform.
Based on audit of arduino.cc · Aug 29, 2026