There are a lot of coding and reasoning benchmarks for AI agents, but not a lot for document understanding - which is a prerequisite for all downstream knowledge work.

We released ParseBench ~a month ago, and it is one of the most comprehensive benchmarks that test whether frontier models can understand real-world enterprise documents.

This includes complex pages with dense tables, charts, layouts, and more. Most real-world documents around finance, insurance, and legal have one or more of these dimensions.

We’re hosting a live webinar next Wednesday to talk about document understanding benchmarking, come check it out: https://landing.llamaindex.ai/-webinar-parsebench…

You can access the full benchmark, paper, and leaderboards through our main site here: https://parsebench.ai

Inside ParseBench: How to Evaluate Document Parsing for AI Agents

Source: https://landing.llamaindex.ai/-webinar-parsebench May 27th | 9 AM PST | Register to attend

ParseBench has quickly become the standard framework for evaluating document parsing for AI agents. In this session we go under the hood — the methodology, what we tested, and how to use it to run your own eval.

Most existing benchmarks like OlmOCR were not built for how agents consume parsed output. They test on the wrong documents with the wrong metrics and miss the failures that matter most in production.

In this session, we’ll cover:

• How ParseBench compares against existing benchmarks and where they fall short
• The five dimensions that predict parser performance on real enterprise documents
• How to structure an eval around your specific documents and use case
• What the results across 14 parsers reveal about where they break down

If you’re an AI engineer or technical founder evaluating document parsing for a production workflow, this session gives you the framework and the data to make a better call.

LlamaIndex 🦙 (@llama_index): How do you know your document parser is ready for production? 🤔 Existing benchmarks miss what AI agents actually need.

That’s the gap ParseBench, the first doc OCR benchmark for AI agents, fills. We’ll unveil all the magic behind it in a live webinar👇