The workflow and the protection model are connected
Teams often treat security as a later review item, but document workflows do not work that way. The way a team reads, shares, escalates, and exports findings is inseparable from the product’s protection model. If the security controls do not fit the workflow, adoption slows down immediately.
Access control is only the start
Good document protection includes access controls, but it also includes audit trails, deployment choices, evidence handling, and clarity about what users can do with extracted output. These controls matter most when document AI moves into regulated or high-stakes work.
Buyers should compare protection through the real workflow
The best way to evaluate document protection is inside one real workflow. Ask who needs to see the file, who needs to see the answer, who needs to export the result, and what an auditor or manager would need to reconstruct the decision later.