SMRTR ProgrammingSep 14, 2025Daily.dev

Building and Managing an LLM-based OCR System with MLflow

SMRTR summary

MLflow's GenAI capabilities streamline development of LLM-based OCR systems by solving key challenges in prompt iteration, result debugging, and model evaluation. The framework provides critical tools for tracking experiments, versioning prompts, and creating custom metrics that measure extraction accuracy against ground truth, enabling both technical and non-technical contributors to collaborate effectively on document parsing applications.

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