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

IT AI Recommendation Index, October 2026 Edition. Named in 16 judge labels across 3 categories by 9 of 14 models. Page: https://it-ai-index.com/vendors/ibm-cloud-pak-for-data/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Data virtualization | 0% | 18 | 25% | 12 |
| AI governance platforms | 0% | 63 | 0% | 2 |
| Data catalogs and governance | 0% | 31 | 0% | 2 |

## What the models said for it

- "Legacy + AI focus. Reported strengths are mainframe & AI integration for legacy + AI users, hybrid deployment and enterprise licensing." (Muse Glimmer 30B, Data virtualization)
- "Consider IBM Cloud Pak for Data or TIBCO Data Virtualization if your existing stack already leans toward those ecosystems" (Perplexity Sonar, Data virtualization)
- "comprehensive data platform that includes virtualization, governance, and AI capabilities" (Claude Haiku 4.5, Data virtualization)
- "Ideal for organizations already using IBM tools or needing strict regulatory adherence." (Mistral Small, Data virtualization)

## And against it

- "IBM Cloud Pak for Data can feel "heavy" and over-engineered for companies not already in the IBM ecosystem" (Claude Haiku 4.5, Data virtualization)
- "High complexity in setup and configuration - Can be challenging for new users to navigate" (Kimi K2, Data virtualization)
- "enterprise-grade products that typically come with expensive annual contracts" (Gemini 3.5 Flash, Data virtualization)

## 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://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.