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Amazon Bedrock Data Automation Introduces Blueprint Instruction Optimization for Better Document Extraction

AWS enhanced its Bedrock Data Automation with an instruction optimization feature to improve custom field extraction accuracy from documents.

AI-ASSISTED REPORTING · RETROSPECTIVE ARCHIVE

Retrospective edition: 2026-01-19. Source published: 2025-12-19. Added to this archive: 2026-11-03. This briefing was prepared later from the linked announcement; it was not published on this website on the historical edition date.

Amazon Bedrock Data Automation now supports blueprint instruction optimization, which refines natural language instructions in custom document processing blueprints using a small set of labeled example documents. This accelerates achieving production-level accuracy without the need for model training or fine-tuning.

Users provide correct field values on up to 10 representative documents; the system analyzes inference errors and adjusts instructions to increase extraction precision. Post-optimization, detailed evaluation metrics are provided to validate improvement. This feature is available across all AWS Regions supporting Bedrock Data Automation, facilitating enhanced intelligent document processing applications.

Source & further reading

Amazon Bedrock Data Automation launches instruction optimization for your document blueprints ↗

Source published 2025-12-19. This report was prepared with AI assistance from the linked primary-source material. Claims and limitations should be checked against the original announcement or research.