AI Visibility
measured34/100
Emerging · in ETL & Data Integration
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals4/100
Weak fundamentals
Avg Prompt Score
5
across 320 prompts
AI Share of Voice
5%
across 320 prompts
Critical Issues
5
critical + high
Shortlist Position
3/80
Not Visible · Etl Data Integration Discovery
How AI Visibility breaks down
in ETL & Data Integration
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 Weld is visible in
2Your visibility gap
Weld surfaces in 3/80 Etl Data Integration discovery prompts. Claim this profile to see which 77 prompts you're missing and how to win them.
Executive summary
Weld.app has strong AI citation signals for category discovery (“best ETL software for agricultural/eCommerce/media and publishing” are already cited by ChatGPT) and solid G2 authority (104 G2 reviews). The biggest citation risk is evaluation-stage coverage for your highest-value gaps (e.g., “how to manage data migration processes effectively” and “ETL tools for improving data quality and consistency”): Weld has the platform, but it lacks crawlable, query-targeted first-party pages that AI can quote for those specific ETL/data-integration subtopics.
Based on audit of weld.app · Jun 8, 2026