Microsoft's Confidence Scores Just Admit Your LLM Still Lies

The claim: Microsoft is introducing field-level confidence scores and grounding features in Azure Content Understanding to help teams prioritize human review for document workflows.

The reality: At fifty cents per thousand pages, you are paying Azure to tell you which invoices need a human to read them because the OCR engine guessed the totals on your $4,000 monthly freight bill.

Why should I care? You shouldn't
Paying enterprise software rates to learn your AI cannot read PDFs is a business model best observed from a safe distance.

Read the original: From extraction to action: Using grounding and confidence to build reliable document workflows