LlamaIndex Launches Extract V2.5 With Accuracy and Grounding Gains

LlamaIndex introduced Extract v2.5 on October 1, 2026, a new generation of its schema-based document extraction agents. In a blog post bylined to Adrian Lyjak and Eli Stewart, the company reported accuracy improvements across all three of its extraction tiers and enhanced grounding for its two highest tiers, Agentic and Agentic Plus, and said the gains come with no increase in per-page pricing.

LlamaIndex reported that on ExtractBench, its open document-extraction benchmark, overall value F1 rose from 87.1 to 93.9 for the Cost Effective tier, from 89.8 to 95.8 for Agentic, and from 95.1 to 96.4 for Agentic Plus, its highest-accuracy tier. According to the company, Cost Effective now outperforms the previous Agentic tier, and Agentic outperforms the prior Agentic Plus. ExtractBench tests 370 enterprise documents totaling 4,869 pages across 8 business domains and 67 document types, each type with its own schema.

LlamaIndex published the benchmark with a public dataset, evaluation harness, and methodology, and has evaluated frontier VLMs, coding agents, and specialized extraction APIs on it. The company said v2.5 runs on a new agent harness purpose-built for…