Template-based OCR systems fail when encountering unstructured data and variable document layouts, whereas large language models provide the semantic understanding required to solve this. The article describes hybrid architectures combining OCR, workflows, and validation to scale extraction.
The architect's guide to LLM document processing: scaling extraction without the sprawl
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June 14, 2026
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