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Thinking on licensed data, AI agents, and the governance gap.

Technical depth and market insight for CDOs, data engineering leads, market data teams, and compliance architects navigating licensed data governance in the AI era.

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Technical MCP Architecture

AI Agents Are Already Touching Your Licensed Data. Can You Really Trust What They're Accessing?

Why FSI teams need an MCP control plane before agentic AI reaches production scale. At 7:42 a.m., before the first portfolio manager opens their laptop, an internal research agent has already run hundreds of data requests. Then compliance asks the question that changes the room.

SN
Namrata A
Founding AI Product Manager, Entitle AI
1 June 2026 12 min read
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In this post
  • 01Every technical team feels the same blind spot differently
  • 02Why MCP makes this urgent
  • 03The ideal architecture: a neutral MCP control plane
  • 04How Entitle AI solves it
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