research-deep

Batch processing for deep research enables incremental progress tracking across outline items. It loads your outline, resumes incomplete items automatically, and monitors execution to generate a final structured report with cited sources.

To ensure research findings include cited sources, use a deep research workflow that enforces citation and cross-source validation. It produces structured findings with confidence tags and mandatory source dating for each outline item.

Yes, incomplete research items can be resumed during batch processing. The system tracks incremental progress, automatically loading the outline and continuing execution from where the previous research left off.

Yes, deep research works for academic literature reviews, product-market studies, and product analyses. It processes any provided research outline items to deliver structured findings with cited sources and confidence tags.

Generate a structured report with confidence tags by loading outline items for batch research. The system monitors progress, executes deep research across items, and outputs a final per-item report with sources and validation confidence tags.