The before
Alex's team used AI for research and memo drafts, but the hard part was judgment. A single model could produce a confident recommendation without showing enough tension between growth upside, risk, customer demand, and operational cost.
The turning point
In MultipleChat, the team sets up an AI Collaboration workflow: one AI drafts the market-entry case, one acts as a skeptical CFO, one evaluates customer demand, and one checks operational risk. The final response reconciles the disagreement into a clearer recommendation.
"The value is that the AIs do not just answer. They challenge each other before we decide."
The after
Leadership now sees the strongest argument, the main objections, and the open questions in one place. Humans still decide, but the debate happens before the meeting instead of during the last five minutes.
What they used
AI Collaboration
Assign several AI roles to one business question.
Role debate
Let models argue from finance, customer, and risk perspectives.
Decision brief
Summarize the debate into a recommendation for humans.