KNOWLEDGE HUB

Practical guidance for document automation.

Original explainers and implementation guidance focused on document extraction, deterministic validation, Azure architecture and measurable business outcomes.

GUIDE

Why deterministic validation matters in AI document processing

Where probabilistic extraction should stop and explicit business logic should begin.

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GUIDE

Invoice extraction: from OCR to trusted finance data

A practical model for extraction, arithmetic checks, exceptions and downstream delivery.

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ARCHITECTURE

Designing Azure document intelligence workflows

How storage, asynchronous processing, AI and deterministic validation can fit together.

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