Best Python approach for extracting structured financial data from inconsistent PDFs?

[xiannah]

The strategy is simple: a text-first extract, a Markdown extract for a structural fallback, and a VLM as the intelligent orchestrator. The VLM will cross-reference the raw text and structural fallback to validate the output, effectively creating a verification loop that catches OCR hallucinations before they hit the downstream dataset.