Accurate Predictions from Messy Data

Custom AI prediction agents trained to predict YOUR targets
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Real-world predictions require context

Messy Data
Most relevant signal lives in messy, unstructured data
Uncertainty
Critical variables are unknown
Complexity
One question often leads to another
Many scenarios
Not feasible to analyze every possibility

Messy data → Context-rich predictions

No Curation Required
Tuned to Targets
Calibrated Predictions

End-to-End Prediction Agents

Train prediction agents to predict any outcome

Predicting financial metrics
Continuous Risk Forecasting
Predicting clinical trial outcomes
Predicting consumer sentiment
What do you want to predict?
We can train a custom model on your unstructured data
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Trained on public articles to forecast newsworthy events
Will Iran close the strait of Hormuz in the next 90 days?
Post-election unrest occurs in at least two major Latin American capitals in the next 2 months?
Weekly U.S. jobless claims exceed 300k for two plus consecutive weeks over the next 6 months?
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Groundbreaking research. Real‑world results.

Outperform the frontier
Demonstrated superior predictions to frontier models

Most Accurate

Brier Scores (Lower=Better)

Lowest Calibration Error

% ECE  (Lower=Better)

Most Profit

Polymarket Simulated Trading
Open AI o3
Gemini Pro 2.5
Grok-4
Claude Opus
Prediction Market Benchmark
DoD Awardable
Tradewinds and ERIS awardable
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Groundbreaking research
Built on patent-pending technology
Read the research

Every decision is a
prediction problem.

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