AI Visibility
measured25/100
Emerging · in Data & Analytics
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals63/100
Some gaps
Avg Prompt Score
5
across 398 prompts
AI Share of Voice
5%
across 398 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Data & Analytics
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 Tinybird is visible in
3Executive summary
Tinybird is a B2B data/analytics platform with strong AI-citation inputs from G2 (14 reviews on its G2 seller profile) and crawlable, tiered pricing ($49/month Developer; Free plan; Enterprise custom). The biggest AI citation risk is evaluation-stage “best/alternatives” shortlists that rely on first-party comparison + structured evaluation schema—right now Tinybird has first-party “Tinybird vs ClickHouse” content, but there’s no evidence (from live checks) of SoftwareApplication/FAQPage/AggregateRating structured data on key pages.
Based on audit of tinybird.co · Sep 30, 2026