Examples & Case Studies

Specialized forecasters we've trained — with the notebooks, datasets, and benchmark results behind each one.

Prediction Market Betting

A 32B model that beats frontier LLMs 100× its size on live markets
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Supply Chain Disruptions

A forecaster that predicts supplier and logistics disruptions before they happen
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Pro Golf

A golf forecaster that ranks #1 on ProphetArena Sports, ahead of GPT-5 and Grok-4
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Public Company Risks

Predict which 10-K risk factors actually precede enforcement, restatements, and drawdowns
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Economic Forecasting

A 32B model that beats GPT-5 on Fed Beige Book macro questions
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Trump Admin Actions

An LLM that predicts what the Trump administration will do next
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Geopolitical Risks

Forecasting cross-border conflict, sanctions, and strategic-military events
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Medical Outcomes

A 32B clinical forecaster that matches GPT-5 on ICU outcomes at a fraction of the size
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