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.