The part that stood out to me is that document automation is not simply about using AI to read a file. The real challenge is making the whole process reliable—from classification and data extraction to validation, exception handling, and routing.

I also liked the focus on connecting automation with existing business workflows. That’s where AI can move from being an interesting technology to something that actually saves time and reduces manual effort.

A practical read for teams looking at document AI from a real business and implementation perspective. 👏