# Google Cloud Knowledge Catalog: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 2 judge labels across 1 categories by 2 of 14 models. Page: https://it-ai-index.com/vendors/google-cloud-knowledge-catalog/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Data catalogs and governance | 0% | 65 | 50% | 2 |

## What the models said for it

- "Google's current name for what was Dataplex Universal Catalog" (GPT-6 Luna, Data catalogs)

## And against it

- "Google's native catalog is strong inside GCP but is described as lacking cross-cloud lineage and creating lock-in." (Muse Glimmer 30B, Data catalogs)

## 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.