AI Visibility
measured34/100
Emerging · in ETL & Data Integration
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
5
across 324 prompts
AI Share of Voice
5%
across 324 prompts
Critical Issues
4
critical + high
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 Ab Initio is visible in
2Executive summary
abinitio.com is a B2B data/AI software brand with meaningful third-party visibility (e.g., 24 G2 reviews at 4.3/5 and a Gartner Peer Insights vendor page). The biggest AI-citation risk is conversion-stage evaluation queries that require crawlable first-party pricing and structured evaluation content; the homepage is JS-dependent, and no crawlable pricing/comparison/structured-data evidence was found in live search.
Based on audit of abinitio.com · Oct 16, 2026