How do you validate automation and accuracy in document processing?medium

Type
scenario
Topic
how-do-you-validate-automation-and-accuracy-in-document-pr
Frequency
common
Tags
mlops, how, did, you, validate, accuracy
Answer

Automation rate: % of fund filings processed end-to-end without human intervention — (automated / total) over a quarter.

Explanation

Automation rate: % of fund filings processed end-to-end without human intervention — (automated / total) over a quarter. Accuracy: spot-checked extracted financial metadata against source PDFs on a stratified sample. Errors escalated to a review queue. Improvement cycle: analyze error patterns, refine agent prompts, re-run on failure cases.

Follow-upWhat tradeoffs did you consider in that implementation?