Where Errors Usually Hide
Hallucinations often appear in specific numbers, historical dates, and references that look plausible but lack sources.
A focused review pass on these fields catches most critical errors fast.
Fast Validation Workflow
Require at least one sourceable evidence point for each key statement in a worksheet.
If evidence is missing, flag the item for regeneration with tighter prompt constraints.