Margin Mandy

A hospital CFO documenting what actually works when you put AI tools to the test.

First Test: Pulling Live Regulatory Data

The regulatory monitor assistant pulled 5 real items from the Federal Register API on its first run. Here's what it found and what it cost.

Setting Up AI Governance for Hospital Finance

Finance teams are already using AI. Here's how to get visibility, spending limits, and a complete record of every interaction — without slowing anyone down.

Why AI Tools Need Guardrails

AI tools are powerful. That power needs controls — spending limits, sensitive data protection, and a complete record of every interaction.

What This Is

Exploring the hottest AI use cases for hospital finance — testing real tools with public data, tracking every cost.

Request Trace
POST /v1/chat/completionsapi.curate-me.ai
Rate Limit
100 RPM / org
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Cost Check
$0.004 est.
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PII Scan
No PII found
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Security
Clean prompt
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Model Control
gpt-4o allowed
HITL
Auto-approved
Every LLM request passes through this 6-step governance chain before reaching the provider.