| source_references |
[{"documentId": "batch-ab1be436-e79b-4 [{"documentId": "batch-ab1be436-e79b-436b-8f65-7bbd5d03d519-c311ea18-6f02-461b-936e-65a4bc6e17c6_chunk_15", "startIndex": 3292, "endIndex": 3297, "surroundingText": "Institutionalize AI/ML for time-sensitive targeting tasks", "extractionConfidence": 0.85, "extractionMethod": "LLM_EXTRACTION", "extractedAt": "2025-12-02T22:06:44.665546Z"}, {"documentId": "batch-ab1be436-e79b-436b-8f65-7bbd5d03d519-c311ea18-6f02-461b-936e-65a4bc6e17c6_chunk_15", "startIndex": 3334, "endIndex": 3339, "surroundingText": "AI/ML integration transforms the speed of time-sensitive targeting, freeing human operators to", "extractionConfidence": 0.85, "extractionMethod": "LLM_EXTRACTION", "extractedAt": "2025-12-02T22:06:44.665568Z"}, {"documentId": "batch-ab1be436-e79b-436b-8f65-7bbd5d03d519-c311ea18-6f02-461b-936e-65a4bc6e17c6_chunk_15", "startIndex": 3732, "endIndex": 3737, "surroundingText": "4 AI/ML Automation.", "extractionConfidence": 0.85, "extractionMethod": "LLM_EXTRACTION", "extractedAt": "2025-12-02T22:06:44.665580Z"}, {"documentId": "batch-ab1be436-e79b-436b-8f65-7bbd5d03d519-c311ea18-6f02-461b-936e-65a4bc6e17c6_chunk_15", "startIndex": 3772, "endIndex": 3777, "surroundingText": "Action: Integrate AI/ML tools into the targeting cycle for automated target detection,", "extractionConfidence": 0.85, "extractionMethod": "LLM_EXTRACTION", "extractedAt": "2025-12-02T22:06:44.665597Z"}]... |
| transformation_logs |
[{"id": "entity_transform_E-6103301c35 [{"id": "entity_transform_E-6103301c35f2", "stage": "TRANSFORMATION_STAGE_ENTITY_EXTRACTION", "method": "TRANSFORMATION_METHOD_LLM_PROMPT", "fromState": "raw_document_text", "toState": "extracted_entities", "finalConfidence": 0.85, "reasoning": "LLM-based entity extraction from document batch-ab1be436-e79b-436b-8f65-7bbd5d03d519-c311ea18-6f02-461b-936e-65a4bc6e17c6_chunk_15 using structured JSON schema", "modelName": "LLM_CLIENT", "startedAt": "2025-12-02T22:06:44.656605Z", "completedAt": "2025-12-02T22:06:44.656629Z"}]... |