Other products from IBM
AI Visibility
measured57/100
Frequently Cited · in GRC Platforms
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals63/100
Some gaps
Avg Prompt Score
64
across 687 prompts
AI Share of Voice
64%
across 687 prompts
Critical Issues
4
critical + high
Shortlist Rate
1/659
Category Discovery Prompts
How AI Visibility breaks down
in GRC Platforms
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 IBM OpenPages is visible in
1Your visibility gap
IBM OpenPages surfaces in 1/659 Security discovery prompts. Claim this profile to see which 658 prompts you're missing and how to win them.
Executive summary
IBM is highly likely to be cited by AI engines for ETL evaluation queries because it has a strong G2 presence for IBM DataStage (73 reviews, 4.0/5) and publicly crawlable pricing with indicative starting costs. The biggest risk for conversion-stage citation is that IBM’s first-party evaluation content for direct competitor comparisons (e.g., IBM vs Pentaho Data Integration / AWS Glue / Azure Data Factory) is not clearly discoverable as dedicated, indexed comparison pages on ibm.com.
Based on audit of ibm.com · Jun 17, 2026