ExtractBench audits 14 document-extraction systems

LlamaIndex and Kaggle launched ExtractBench, an open leaderboard evaluating 14 document-extraction systems across 370 enterprise documents, 4,869 pages, eight business domains, and 67 document types. Its first results put LlamaIndex Extract Agentic Plus at 94.4% on long documents at 8.1 cents per page, versus Codex GPT-5.5 at 93.5% and 27.8 cents; at one million pages, that is $81,000 versus $278,000. Teams building document agents should treat page length, traceability, and per-page cost as release gates, not rely on clean short-form OCR; today’s benchmark audit on question-level signal makes the same case for discriminating evals.