AI Visibility
measured77/100
Frequently Cited · in ETL & Data Integration
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals57/100
Some gaps
Avg Prompt Score
98
across 417 prompts
AI Share of Voice
100%
across 401 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in ETL & Data Integration
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.
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.
Executive summary
Talend is highly likely to be cited by AI engines for evaluation-stage queries because it has strong third-party review presence on G2 (4.3/5 with 105 reviews for Talend Cloud Data Integration) and is present on Gartner Peer Insights (at least 1 rating shown for Talend Data). The single highest-ROI fix is to improve first-party evaluation surfaces—specifically crawlable, SSR-first comparison and pricing content—because first-party “[Brand] vs [Competitor]” and pricing pages are not clearly discoverable as structured, tiered, crawlable assets from the live signals gathered.
Based on audit of talend.com · May 6, 2026