# IBM Data Virtualization / Cloud Pak for Data: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 1 judge labels across 1 categories by 1 of 14 models. Page: https://it-ai-index.com/vendors/ibm-data-virtualization-cloud-pak-for-data/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Data virtualization | 0% | 84 | 100% | 1 |

## And against it

- "Be cautious if you need only a lightweight federation layer and don't want a broader platform to operate." (GPT-6 Luna, Data virtualization)

## In its own words

What IBM Data Virtualization / Cloud Pak for Data's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Accelerate your journey to AI and transform how your business operates with an open, extensible data and AI platform that runs on any cloud. (https://www.ibm.com/products/data-virtualization-manager-for-zos)
- For: data scientists (https://developer.ibm.com/tutorials/virtualizing-db2-warehouse-data-with-data-virtualization)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.