An Azure personalized recommendation engine that helps users follow best practices to optimize Azure deployments.
Hello Loc Tong,
Thank you for reaching out to the Microsoft Q&A forum.
Automated field-level extraction from templates
• Azure’s “Content Understanding” (often implemented today with Azure Form Recognizer or the new Document Intelligence APIs) absolutely lets you build or use custom template models. You upload a handful of sample referral letters or medical forms, label the fields (e.g., patient name, ID, Medicare number, clinical metadata), train a custom model, and then it’ll reliably pull out those exact fields on new docs.
• If you need a turnkey experience, there are also some prebuilt models (e.g., invoices, receipts)—but for medical-specific forms you’ll want custom training.
PII/PHI redaction
• There isn’t a fully managed “one-click” redaction step built into Form Recognizer today, but you have two common patterns:
Run your doc through the form/model extraction first, identify the bounding boxes or text spans for the PII fields, then overlay a redaction mask in your own code or via Azure Functions.
Combine with Azure Content Moderator’s text‐screening APIs (or a similar text redaction library) after OCR to scrub out names, IDs, numbers, etc.
• You can chain both services in a pipeline so that extracted PII is automatically redacted before you store or surface the document.
Zero data leakage / stateless processing
• As per our Responsible AI guidance for Azure Health Insights (and the same residency/retention principles apply to Content Understanding services):
– Data never leaves the region you deploy in (you’ll choose Australia East for your resource).
– Input and output documents are encrypted at rest.
– Documents AND results are only stored up to 24 hours and then purged automatically.
– There’s no long-term customer data retention on Microsoft’s side
—Azure doesn’t build a customer document store for these services.
– During that short retention period, data is only accessible to on-call support engineers under strict audit for catastrophic failures.
Regional compliance & DPA
• You can absolutely deploy your Content Understanding/Form Recognizer resource in Australia East. All processing, encryption, and temporary storage happens there.
• For your legal/compliance teams, Microsoft’s Data Protection Addendum (DPA) and Azure Online Services Terms cover the no-retention, encryption, and regional‐processing commitments. You can find those here:
– Azure Trust Center Compliance: https://www.microsoft.com/TrustCenter/Compliance
– Online Services Terms (Data Protection Addendum section): https://www.microsoftvolumelicensing.com/DocumentSearch.aspx?Mode=3&DocumentTypeId=31
Next steps / references
- Get started with custom templates in Form Recognizer / Document Intelligence: https://docs.microsoft.com/azure/applied-ai-services/form-recognizer/
- Redaction guidance (pattern): https://docs.microsoft.com/azure/applied-ai-services/content-moderator/
- Responsible AI & data privacy for healthcare: https://docs.microsoft.com/azure/azure-health-insights/responsible-ai/data-privacy-security
Let me know if you need more on the redaction pipeline or a direct link to the DPA excerpt!