Blog - Insights from the Frontlines

Deep dives into healthcare fraud detection, AI innovation, and program integrity insights from our team.

Which MOR Is This? A Surprisingly Expensive Question

Published
Author
Dr. Prince Baawuah
Head of Medicare Advantage Solutions

CMS ships the monthly and the annual final Model Output Report with byte-identical record layouts — the only thing distinguishing them is the dataset name, and that name rarely survives the parse. Stack the files together and you double-count risk scores. Deduplicate them and you may delete the settled year-end scores outright. The fix is two date fields read in the right direction.

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Understanding Medicare Overpayment Risk

Published
Author
Evan Brociner
Data Product Lead

A plain-language walkthrough of how Medicare overpayments happen, who becomes liable once one is identified, and why contestations—the flip side of overpayment—are a recovery opportunity most risk-bearing orgs leave on the table.

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Introducing Falcon MCP: Your LLM, Falcon's Data

Published
Author
Yubin Park
PhD, Co-Founder

Enterprise organizations with OpenAI or Anthropic accounts can now connect their LLM platforms directly to Falcon's proprietary healthcare data—and seamlessly hand off to Falcon for deeper investigation without losing context.

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Who Is My Member? A Surprisingly Complex Question

Published
Author
Dr. Prince Baawuah & Yubin Park
Head of Medicare Advantage Solutions & PhD, Co-Founder

Medicare Advantage membership is a moving target — Medicaid eligibility shifts, CMS databases lag, and if you miss a rejection without proactively reaching out, the loss is yours. We built the Transaction Monitor so plans can stay on top of every enrollment transaction, year-round.

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Every Facility, Every Provider, One Search Away

Published
Author
Yubin Park
PhD, Co-Founder

New Pulse Landscape views and Web Search Agent give you instant access to thousands of facilities and providers across ACOs, FQHCs, and SNFs — powered by public and proprietary data sources.

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Introducing Falcon Skills: Domain Expertise On Demand

Published
Author
Yubin Park
PhD, Co-Founder

Load specialized healthcare knowledge, SQL templates, and analytical frameworks into your AI conversations. Skills transform complex domain expertise into reusable, shareable building blocks.

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Set a thief to catch a thief

Published
Author
Yubin Park
Co-Founder / CTO

To effectively combat healthcare fraud, we need to think like fraudsters. Learn how understanding fraudster tactics (from timing and threshold gaming to identity manipulation) reveals critical system vulnerabilities and enables more effective fraud detection.

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Why Healthcare's Most Critical Database is Nearly Impossible to Search

Published
Author
Yubin Park
Co-Founder / CTO

The Medicare Coverage Database governs $32 billion in improper payments yet finding relevant policies requires navigating 10,000+ documents with inconsistent medical terminology. Current search tools fail, forcing analysts to manually hunt through irrelevant results. Here's how Falcon Healthcare built AI that actually understands healthcare data.

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Equipping the Right Tools for Our AI Investigator Agent

Published
Author
Yubin Park
Co-Founder / CTO

How we built custom domain-driven tools for our AI investigator to navigate Medicare coverage databases, turning fuzzy policy language into precise, searchable criteria that dramatically improve fraud detection accuracy.

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