3-minute document generation
8 Weeks
2+ hours → ~3 minutes per document
Faster turnaround with higher consistency
Human-in-the-loop retained
Problem
Manual research and synthesis across multiple tools
Solution
AI-driven research and drafting with human refinement
Tools
Internal documents, spreadsheets, external research tools

Speed didn’t come from cutting humans out of the process.
It came from removing the repetitive work that slowed them down. Research and drafting were automated, while humans stayed focused on direction, insight, and final judgment. The result was faster turnaround and more consistent output without sacrificing quality.
