Run a durable study
A structured study separates research design from execution. This is useful when the work has multiple questions, assets, segments, or a method such as MaxDiff.
1. Define the population
Start with a specific audience brief:
Build an audience of procurement leaders at European manufacturers with responsibility for industrial software purchases.
Use create_group_from_brief when you need a new grounded audience. Use
list_groups when the audience may already exist.
2. Create the panel
Use create_panel to create the study container around the decision or research
goal. Keep the objective concrete: what decision will the results inform?
3. Choose the execution path
For one straightforward question, use ask_panel.
For a multi-question study:
- call
plan_panel_study; - inspect the proposed plan;
- confirm or revise it;
- call
run_panel_study; - poll
get_panel_studyuntil the durable run completes.
The server-side run continues independently of the chat session.
4. Inspect disagreement
Do not reduce the panel to one average answer. Look for:
- segment differences;
- recurring objections;
- minority views with strong reasoning;
- uncertainty or evidence gaps;
- reactions that change by market or buyer role.
Use get_panel_summary for the whole-study view and semantic artifacts.
5. Export the result
Use export_panel to produce PDF, CSV, XLSX, or JSON output. Choose a format
based on the next consumer: PDF for a decision brief, spreadsheets for analysis,
and JSON for another system.