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Mosaic ResearchDatabricks Blog·August 27, 2026·The Databricks AI Research Team

Enhancing Agent Retrieval with Structured Chart Extraction

Summary

Extracting charts as structured JSON with ai_parse_document improves document retrieval and agent answer accuracy on chart-based questions while outperforming large multimodal embedding models. By indexing these extractions with lightweight 300M-parameter text embeddings via Databricks AI functions, practitioners can enable tools like Databricks Genie to reliably resolve fine-grained numerical queries from visual documents.

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