Test with Simulated Q4 Scenario

testingChallengeNovember 4, 2025

Prompt Content

Using the provided `E-commerce Financial Forecasting and Strategic Recommendation` task template, provide your AutoGen system with the sample historical data, market trends, and simulation constraints. Execute the system and carefully examine the `q4_revenue_forecast`, `q4_gmv_forecast`, `key_growth_drivers`, and especially the `strategic_recommendations` including their `reasoning_path`. Ensure that the recommendations are actionable, data-backed, and demonstrate the sophisticated collaboration of agents, use of MCP tools, and adaptive reasoning.

Usage Tips

Copy the prompt and paste it into your preferred AI tool (Claude, ChatGPT, Gemini)

Customize placeholder values with your specific requirements and context

For best results, provide clear examples and test different variations