# IBM Cloud Pak for Data: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 10 judge labels across 2 categories by 6 of 14 models. Page: https://www.gane.ai/index/it/vendors/ibm-cloud-pak-for-data

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data virtualization](https://www.gane.ai/index/it/it-data/data-virtualization/index.md) | 0% | 14 | 11% | 9 |
| [Data catalogs and governance](https://www.gane.ai/index/it/it-data/data-catalogs-and-governance/index.md) | 0% | 72 | 100% | 1 |

## What the models said for it

- "Choose IBM if: You want AI/ML integrated into your data virtualization strategy" (Kimi K2, Data virtualization)
- "Regulated industry with IBM already in place? \u2192 IBM Cloud Pak for Data" (DeepSeek V4 Flash, Data virtualization)
- "AI-integrated cloud data virtualization, IBM Cloud Pak for Data / Microsoft" (Muse Glimmer 30B, Data virtualization)
- "Choose IBM for hybrid-cloud governance and legacy-system integration." (Perplexity Sonar, Data virtualization)

## And against it

- "To Avoid on a Tight Budget ... ~$699/month" (DeepSeek V4 Flash, Data virtualization)
- "Organizations report challenges with implementation complexity and the broader IBM ecosystem dependency." (Kimi K2, Data catalogs)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 0 | 1 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 1 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named IBM Cloud Pak for Data, from 27 of the 34 answers that named it (only the models that return a source list).

### Domains cited

- verifiedmarketresearch.com: 21
- peerspot.com: 15
- g2.com: 14
- scmgalaxy.com: 10
- sourceforge.net: 9
- thectoclub.com: 9
- cbinsights.com: 8
- techtarget.com: 8
- airbyte.com: 7
- denodo.com: 6

### Pages cited

- https://verifiedmarketresearch.com/blog/best-data-virtualization-software: 20
- https://peerspot.com/categories/data-virtualization: 11
- https://scmgalaxy.com/tutorials/top-10-data-virtualization-platforms-features-pros-cons-comparison: 10
- https://thectoclub.com/tools/best-data-virtualization-software: 9
- https://cbinsights.com/esp/enterprise-tech/data-management/data-virtualization-platforms: 8
- https://g2.com/categories/data-virtualization/enterprise: 8
- https://sourceforge.net/software/data-virtualization: 8
- https://airbyte.com/top-etl-tools-for-sources/data-virtualization-tools: 7

## In its own words

What IBM Cloud Pak for Data's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Predict outcomes faster using a platform built with data fabric architecture (https://www.ibm.com/products/cloud-pak-for-data)
- For: organizations (https://www.ibm.com/products/cloud-pak-for-data)
- Free plan or trial: Try it free (https://www.ibm.com/products/cloud-pak-for-data)
- Integrations claimed: 60 (https://www.ibm.com/products/cloud-pak-for-data)
- Customers named: Deutsche Lufthansa AG, Samsung Electro-Mechanics, Capital Bank, Shell

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.