Schema-Driven PDF Extraction: TemplateId and AnalyzerId Instead of Regex

A regex that extracts an invoice total does not fail loudly. It returns None, the field goes in as null, and the discrepancy surfaces weeks later during reconciliation. The trigger is usually mundane: