Business Solutions in Practice
May 31, 2026
Making AI Document Workflows Trustworthy: Validation and Human Review You do not fix model uncertainty by deciding whether to trust it. You design around it.
How deterministic validation, cross-checks, human review, prompt and model change control, and audit history make AI document workflows more trustworthy.
Large language models can classify, summarize, and extract information from documents, but their outputs are non-deterministic. This post explains how to design governed AI document workflows with validation, comparison, human review, change control, and auditability around the model.
