AI + Human Forecasting Benchmark

Predict revenue from signals in the wild.

AI and humans mine public signals — hiring, launches, pricing, read-through — before a company reports, then predict how its segment revenue will actually come in.

Multi-model leaderboard

Surprise-direction accuracy for all 9 models, signal-blind vs. feed-assisted.

Full leaderboard →

Companies

Five sellers across software, restaurants, and airlines.

All companies →

Next-Quarter Arena

The flagship live track walks the earnings calendar forward: AI models and humans freeze a prediction for each upcoming print, then it resolves mechanically from SEC filings — contamination is structurally impossible.

Explore the full 9-model prediction matrix, or see the upcoming prints where predictions are open now.