About Medicaid Audit Intelligence

Purpose

Medicaid Audit Intelligence centralizes recently published Medicaid-related audit reports for program managers, auditors, and others who want a wide-angle view of issues reported by oversight agencies.

Built by Scott Labbe

Medicaid Audit Intelligence was built by Scott Labbe.

Want to see how this site was created? Read the full case study: How Medicaid Audit Intelligence Was Built.

Want to learn how the AI-generated research projects were created? Read: Building an AI Research Agent.

What This Tool Does

Data Transformation

The platform turns unstructured audit PDFs into structured records you can search, compare, and use to power downstream processes (dashboards, a reference library, and more).

AI Integration

All data elements are extracted by OpenAI models from publicly available audit reports. Most fields are captured as close to the original wording as possible, with selective AI-generated summaries.

How AI is Used

All data elements are extracted by OpenAI models from publicly available audit reports. Most fields, such as objective, overall conclusion, and findings, are captured as close to the original wording as possible. Two fields are intentionally AI-generated summaries for improved readability and analysis: AI Scope Summary and AI Generated Insight.

Data Quality & Verification

AI systems can make mistakes. Links to the original source documents are provided for verification, and corrections are welcome.

Found an error?

If you spot an error in the extracted data, please email us for corrections.

Extraction Workflow

Report Collection

Relevant Medicaid audit reports are compiled from state and federal oversight sites.

Model Extraction

Each report is processed by two lightweight OpenAI models to extract fields according to a predefined schema.

Normalization

Outputs are standardized (e.g., dates, agency names) for consistent search and comparison.

Review & Publish

Records are checked and published with citations back to the source PDF.

Ready to Explore?

Start searching through our comprehensive database of Medicaid audit reports.