AI Visibility
measured31/100
Emerging · in Education & LMS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals45/100
Some gaps
Avg Prompt Score
6
across 408 prompts
AI Share of Voice
6%
across 408 prompts
Critical Issues
5
critical + high
Shortlist Position
0/80
Not Visible · Developer Tools Discovery
How AI Visibility breaks down
in Education & LMS
Composite = 60% coverage + 40% engine breadth, 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.
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.
Your visibility gap
Arduino surfaces in 0/80 Developer Tools discovery prompts. Claim this profile to see which 80 prompts you're missing and how to win them.
Arduino is strongly cited for evaluation queries via G2 (144 reviews, 4.5/5) and has publicly accessible business pricing for Arduino Cloud plans. The biggest AI-citation blocker is missing/unclear first-party evaluation content for the exact comparison prompts (e.g., “How does Arduino compare to Visual Studio?” / “How does Arduino compare to Eclipse?”), which forces models to rely on third parties instead of citing arduino.cc.
Based on audit of arduino.cc · May 23, 2026