Project 02 · Systems
Compressing a Two-Week Research Cycle Into Approximately One Hour
A human-in-the-loop workflow transformed thousands of research rows into verified insights and decision materials.
Raw research→Structured ingestion→AI analysis→Independent verification→Human review→Decision materials
Challenge
High-value research, slow handoffs.
A mission-driven research team needed to analyze mixed-method datasets, challenge assumptions, verify patterns, and prepare materials. Historical project planning allowed approximately two weeks from raw vendor data to internal decision decks.
What I did
Designed stages, not a magic prompt.
Workflow architecture
- Structured ingestion and early sample inspection.
- Specialized first-pass analysis and independent verification.
- Human review at each phase and research-director insight selection.
- Branded reports, decks, charts, and briefings after approval.
Outcome
Faster cycle; judgment retained.
For a configured and tested end-to-end cycle, the workflow reduced a historically two-week research-to-delivery window to approximately one hour, while retaining staged checks and expert selection of the final insights.
What this demonstrates
AI workflow design, research operations, mixed-method synthesis, human-in-the-loop quality control, and automated reporting.
Confidentiality and measurement note. The organization, source data, findings, prompts, and proprietary details are withheld. This is a cycle-time comparison, not an independently audited labor-savings calculation.