Other products from IBM
AEO Score
63
Growing Presence
Avg Prompt Score
64
across 687 prompts
AI Share of Voice
64%
across 687 prompts
Critical Issues
4
critical + high
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.
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