Hospitals track thousands of regulations. Missing one is an existential risk.

Hospitals have to track thousands of pages of federal and state regulations - from the eCFR, CMS, OIG, state medical boards, and other regulatory bodies. Before we built this engine, the process was entirely manual. Someone read through bulletins taking up to 2 days per source, trying to determine what applies to each customer and identifying what changed.

It's slow, expensive, and critical updates are easily missed.

We built a system that automatically monitors these government sources, determines what is relevant to each customer, and drafts a clear summary of what changed using Claude 3.5 Sonnet on AWS Bedrock. The system translates the legalese into a strict data model:

• Obligation: The legal requirement the provider must follow.
• Policy: The provider's internal document that explains how they will comply.
• Action: The specific task assigned to fix or update a policy.

The Delta Engine: We integrated live APIs where available, but many government sites required custom HTML scrapers. When a page is scanned, it creates a hashed snapshot. On the next scan, it compares the hash against the previous version, isolates the exact HTML delta, and flags it for the LLM to process.

The POC successfully reduced the time required to scan and process a regulatory update from 2 days per source to under 1 minute.