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Content Understanding & Document AI - Simply Explained

18 set 2026 · 17 min. 45 sec.
Content Understanding & Document AI - Simply Explained
Descrizione

Invoices, contracts, receipts, forms, scanned PDFs, and email attachments contain valuable business information — but most automation still struggles to turn those documents into reliable, structured data. In this episode...

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Invoices, contracts, receipts, forms, scanned PDFs, and email attachments contain valuable business information — but most automation still struggles to turn those documents into reliable, structured data.

In this episode of M365 FM – Simply Explained, we break down Microsoft Content Understanding, Document AI, OCR, AI Builder, Power Automate, Dataverse, and Power Apps and explain how they work together to transform documents into usable business data and automated processes.

You’ll learn why traditional OCR is only the beginning. OCR can recognize text such as an invoice number or amount, but it does not automatically understand whether a number represents an invoice ID, purchase order, bank account, tax value, or phone number. Document AI adds context, structure, and business meaning to extracted information.
We explain how Microsoft Content Understanding can take documents and images, extract defined fields, classify information, and return structured results that downstream systems can use. Instead of asking AI to summarize an entire document, organizations can define a schema containing fields such as supplier name, invoice date, invoice number, invoice total, document type, and line items.

The episode also shows how Microsoft Power Platform turns document extraction into a complete business workflow. Power Automate can detect new documents in email or SharePoint, send them for extraction, validate the returned information, create records, trigger approvals, and route exceptions to the right person.

Dataverse can store structured document records and process history, while Power Apps can provide a human review interface for correcting uncertain or missing information.
We also cover one of the most important parts of Document AI: confidence scores and human-in-the-loop review. A high confidence score does not automatically mean a value should be trusted.

Critical information such as invoice totals, payment instructions, bank details, or contract dates may still require additional validation against business rules and existing systems.
You’ll discover how validation can check whether suppliers exist, purchase orders match, totals make sense, dates are valid, and duplicate invoices have already been processed.
This combination of AI extraction, validation rules, governance, and human review is what turns Document AI from an impressive demo into a reliable business process.

We also look at practical first use cases including invoice processing, employee onboarding forms, claims, contract expiry dates, supplier documents, procurement workflows, HR documents, legal documents, service requests, and customer forms.

The key is to start with one document type, one clear decision, a defined owner, and a review path for exceptions.

By the end of this episode, you’ll understand the complete Document AI pattern:
Document → Content Understanding → Structured Data → Validation → Power Automate → Dataverse → Human Review → Business Action

The goal is not simply to process more PDFs. It is to stop people searching through documents for basic information and instead move structured, validated data directly into the business process where decisions happen.

Subscribe to M365 FM for practical episodes about Microsoft Content Understanding, Power Platform, Power Automate, AI Builder, Microsoft AI, automation, Copilot, document processing, and the future of work.

Become a supporter of this podcast: https://www.spreaker.com/podcast/m365-fm-a-microsoft-mvp-podcast-by-mirko-peters--6704921/support.
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Autore Mirko Peters (M365 Consultant)
Organizzazione m365 FM
Sito -
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