LlamaIndex Extract V2.6 Adds Max Effort Mode for Agentic Plus
·2026.10.29 09:00
Key point
The new setting uses variable billing to handle complex documents, raising Value F1 from 77.7 to 94.3 on ExtractBench Pro.
Details
- LlamaIndex introduces max effort for the agentic_plus tier in Extract V2.6, a setting designed to maximize extraction quality on critical, complex documents.
- On ExtractBench Pro, Value F1 increased from 77.7 with standard Agentic Plus to 94.3 with max effort, extending the top end of the cost and quality curve.
- Max effort uses variable billing based on computation required; for example, long dense pages saw Value F1 jump from 12.7 to 95.0 while cost per document rose from $0.075 to $4.19.
- The feature is recommended for documents with high visual complexity, such as charts and diagrams, where standard fixed-price tiers may miss data due to resolution tradeoffs.
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