Entitle AI / Perspectives

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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Data Contracts 23 Jun 2026
AI agents changed how your data is accessed. Your contracts haven't caught up yet.
Using AI to access data and an AI agent accessing data look similar. From a compliance and licensing perspective, they are entirely different events.
Architecture 1 Jun 2026
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 — and what happens when the blind spot isn't addressed.
Regulatory 20 May 2026
MCP has already broken financial services data entitlement. Most firms just haven't noticed yet.
The protocol that makes AI agents useful in FSI is the same one your data governance stack was never designed for. In many production environments, the damage is already accumulating.
Coming soon
Architecture
Deploying Claude agents against licensed financial data
Why the standard MCP stack has no entitlement enforcement layer — and how to add one without changing your agent code.
Coming soon
Tutorial
Add runtime entitlement to your FactSet MCP server in 30 minutes
Step-by-step integration walkthrough — ProxyMCP setup, entitlement matrix YAML, and first audit trace.
Coming soon
Regulatory
FCA MAR Article 16 and AI agents — the audit trail gap
What MAR 16 actually requires for AI-assisted investment decisions, and why most firms can't satisfy it today.
Coming soon
Regulatory
BCBS 239 wasn't written for AI agents — here's what needs to change
Principles 2, 3, and 7 applied to agentic data workflows in risk reporting. A practical compliance framework.
Coming soon
Data Providers
What data providers don't know about how AI agents consume their data
Production telemetry from Claude agents querying FactSet and MSCI — the access patterns, the licence gaps, and what it means.
Coming soon
Architecture
What we learned from our first 90-day governed pilot
Anonymised case study — the entitlement exposure report, the surprises, and what the compliance team said.
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