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# When it comes to Governance, Retailers need a control plane for context

**[databricks](https://daily.dev/sources/databricks)** · 11 min read · 1 upvotes · 0 comments

## Summary

Retail AI is expanding beyond isolated pilots into stores, merchandising, and daily operations, creating a governance challenge around who can access sensitive data and which models and tools are used. Databricks argues retailers need a unified 'control plane for context' combining Unity Catalog, Unity AI Gateway, Foundation Model APIs, and Genie so every AI application draws from the same governed data, permissions, cost controls, and audit trails instead of fragmenting across tools like Claude, Copilot, and Cursor. The piece advocates model flexibility (frontier vs open-source) based on task needs rather than betting on a single vendor, benchmarking cost and quality per use case.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://www.databricks.com/blog/when-it-comes-governance-retailers-need-control-plane-context>

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---

Tags: [#llm](https://daily.dev/tags/llm), [#databricks](https://daily.dev/tags/databricks), [#ai-governance](https://daily.dev/tags/ai-governance), [#unity-catalog](https://daily.dev/tags/unity-catalog)

[View this post on daily.dev](https://daily.dev/posts/when-it-comes-to-governance-retailers-need-a-control-plane-for-context-3ikxyzvfu)

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