Implementation notes
Financial document automation, explained from the workflow outward.
Practical writing on extraction, validation, review, integration, MCP, and the controls that turn AI demos into operated systems.
Research queue
The next questions worth answering properly.
The goal is a focused library around document-heavy finance operations—not a high-volume stream of generic AI posts.
Bank statement extraction and validation
What makes statements difficult, what to validate, and where human review belongs.
OCR accuracy is not workflow accuracy
Why field evaluation, business rules, and exception handling matter more than one headline score.
Choosing the first finance workflow to automate
A practical scoring model for volume, variability, risk, access, and measurable value.
Have a document workflow we should break down?
Send the process and the difficult edge cases. We can discuss the implementation directly or turn a broadly useful question into a future guide.