AI Visibility
measured18/100
Emerging · in Developer Tools
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals58/100
Some gaps
Avg Prompt Score
8
across 164 prompts
AI Share of Voice
8%
across 164 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Developer Tools
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 TDengine is visible in
1Executive summary
TDengine is already meaningfully cited for evaluation-stage queries via strong first-party comparison content (e.g., TDengine vs InfluxDB and TDengine vs PI System) and a G2 profile with 15 reviews and a 4.7 rating. The biggest AI citation risk is conversion-stage and structured-evaluation visibility: while pricing is publicly crawlable with detailed tiers, there is no detectable SoftwareApplication/FAQPage structured data surfaced in search, and secondary review depth (TrustRadius) appears thin.
Based on audit of tdengine.com · Oct 7, 2026