Towards Data Science
7/20/2026

Loop Engineering with Adaptive Parsing in Action: Parsing Flat Tables with Azure and Figures with a Vision LLM
Short summary
A technical piece on 'Loop Engineering' for enterprise document intelligence, demonstrating adaptive parsing where an LLM acts as a last line of defence. It walks through two real escalation scenarios: sending a flat table to Azure Document Intelligence and routing a figure to a vision LLM. The article is part of an ongoing series on document parsing pipelines.
- •LLM used as fallback parser in an adaptive document-intelligence pipeline
- •Two end-to-end examples: flat table via Azure, figure via vision LLM
- •Part of a series on enterprise document parsing strategies
Generated with AI, which can make mistakes.
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