Databricks Document Intelligence: Pushing the Frontier for Complex Document Extraction
Databricks, Tuesday, August 18th, 2026
Databricks adds Precision Mode to its ai_extract API, pairing fine-tuned models with an agentic harness for hard documents.
Databricks introduced Precision Mode in ai_extract, its document extraction API, aimed at cases where enterprise extraction typically breaks down.
Three failure modes are called out: documents over 100 pages requiring cross-page reconciliation, very long outputs such as thousands of extracted rows, and schemas that demand complex reasoning rather than field lookup.
Precision Mode pairs custom fine-tuned extraction models with an agentic harness that manages the process.
Databricks says the combination beats frontier models on both accuracy and cost for these workloads. The post positions document extraction as a place where task-specific models still win.