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Simulation enables running time-series simulations powered by LLMs to forecast metrics and analyze scenarios over time. Each simulation scenario models real-world dynamics using AI reasoning to predict future states.

Available Scenarios

Merchant Revenue Forecast

Forecast e-commerce merchant revenue with customer behavior and market dynamics

How Simulations Work

Simulations iterate through time steps, using LLMs to predict metric values based on previous state and contextual factors. Each simulation:
  • Builds prompts with previous state and business context
  • Calls the LLM to predict next-step metrics with structured output
  • Tracks metrics throughout the simulation timeline
  • Generates comprehensive reports in multiple formats

Using Simulations

Simulations are created with a scenario object and configuration: