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LlamaIndex
5/28/2026
Inside ParseBench  How to Evaluate Document Parsing for AI Agents

Inside ParseBench How to Evaluate Document Parsing for AI Agents

Short summary

ParseBench is an AI agent-specific document parsing evaluation framework addressing production failures missed by traditional benchmarks. It tests on agent-relevant documents with production metrics and allows custom evaluations on your own data. The video demonstrates methodology and how multiple parsers perform in realistic agent scenarios.

  • Agent-focused benchmark: Tests document parsing specifically for AI agents, not generic parsing
  • Production-relevant metrics: Evaluates on real-world documents and failure modes that matter in production
  • Runnable evals: Framework lets you evaluate parsers against your own documents and use cases

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