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Prediction Agents

Prediction Agents give you a calibrated probability for a yes-or-no question, from your own prompt in Claude or ChatGPT.

Ask with the /predict skill. The assistant researches the question, a panel of Chronulus experts estimates it, and you get a probability, a confidence interval and each expert's reasoning.

Outcome Prediction

Our outcome prediction agent analyzes and answers Yes/No and True/False questions. It also supports multi-outcome predictions for mutually exclusive events.

Features

  • A calibrated probability with a confidence interval around it

  • A written explanation from each of 2 to 30 expert agents

  • Both sides of a head-to-head question, which cancels order bias

  • Questions with several outcomes, reconciled into one consistent set of probabilities

Prediction scorecard estimating the probability that the Knicks win the Eastern Conference, with the probability, its distribution and confidence intervals

Forecasting Agents

Forecasting Agents provide time series forecasts of a thing or concept over a horizon you define, from your own prompt in Claude or ChatGPT.

Describe what you want to forecast with the /forecast skill. The assistant researches the question, the Chronulus agent forecasts it, and you get a plotted series with the reasoning behind it.

Cold-Start, Seasonal Forecasting

Our normalized seasonal forecasting agent analyzes your cold-start task to provide actionable estimates of seasonality and trend over the forecast horizon you define.

Common Cold-Start Tasks

  • » New Product Demand Forecasting
  • » Infrastructure Investment Demand Planning
  • » Staffing and Capacity Planning

Features

  • Every forecast comes with a written explanation of the factors behind it

  • Hourly (up to 168 hours), daily (365 days), weekly (260 weeks) and monthly (120 months) frequencies

  • Rescale into real units such as pedestrians, units or dollars

  • Forecast ahead, estimate a historical trend, or nowcast the present

Forecast of monthly pedestrian traffic across the Brooklyn Bridge, with labeled periods of interest
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