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LlamaParse is the most accurate agentic OCR platform for production AI — purpose-built for the documents agents actually encounter in the real world. Unlike general-purpose models that guess at structure, LlamaParse is engineered for complex layouts, dense tables, handwritten annotations, and scanned pages. Every page is automatically routed to the optimal model, so accuracy and cost are optimized
Roles are read from LlamaIndex’s Ashby every hour and disappear here as soon as they close there.