The problem nobody wants to admit: Clinical notes are a mess. They're free-text, inconsistently formatted, full of abbreviations only one consultant understands — and somewhere in that chaos is the information that determines whether a patient gets the right care and whether your organisation gets paid.

Most teams deal with this by throwing manual hours at it. Clinicians spend time buried in admin instead of with patients.

What I built: An LLM-powered redaction and structuring pipeline that ingested 10,000+ clinical documents, anonymised sensitive data to HIPAA/Safe Harbor standards, and transformed unstructured notes into clean, structured datasets giving a single patient view.

Results:

• 200+ clinician hours saved per month

• Full HIPAA compliance baked in, not bolted on

Whether you're running a clinic, a health-tech platform, or a hospital system. If your data is sitting in PDFs and free-text fields, there's money and time being left on the table.