# 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  
[Explore →](/content/case-studies/prediction-markets/index.html)

### Supply Chain Disruptions
A forecaster that predicts supplier and logistics disruptions before they happen  
[Explore →](/content/case-studies/supply-chain-forecasting/index.html)

### Pro Golf
A golf forecaster that ranks #1 on ProphetArena Sports, ahead of GPT-5 and Grok-4  
[Explore →](/content/case-studies/sports-forecasting/index.html)

### Public Company Risks
Predict which 10-K risk factors actually precede enforcement, restatements, and drawdowns  
[Explore →](/content/case-studies/financial-risk/index.html)

### Economic Forecasting
A 32B model that beats GPT-5 on Fed Beige Book macro questions  
[Explore →](/content/case-studies/economic-forecasting/index.html)

### Trump Admin Actions
An LLM that predicts what the Trump administration will do next  
[Explore →](/content/case-studies/trump-admin-actions/index.html)

### Geopolitical Risks
Forecasting cross-border conflict, sanctions, and strategic-military events  
[Explore →](/content/case-studies/geopolitical-risks/index.html)

### Medical Outcomes
A 32B clinical forecaster that matches GPT-5 on ICU outcomes at a fraction of the size  
[Explore →](/content/case-studies/medical-outcomes/index.html)