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Benchmark Report: Ur-AI Parser API vs. Azure, LlamaParse, and IBM Docling on Japanese Enterprise and Financial Documents
Research
15 min read

Benchmark Report: Ur-AI Parser API vs. Azure, LlamaParse, and IBM Docling on Japanese Enterprise and Financial Documents

The Ur-AI Parser API achieves parity with Azure Document Intelligence and LlamaParse on text and table reasoning — and outperforms Azure by 28 percentage points on chart understanding. Validated on 25 Japanese enterprise and financial documents across 363 tasks, with results that traditional OCR metrics (CER, TEDS) fail to capture.

Sandeep Yella

Sandeep Yella

April 10, 2026