Prediction Markets & Trading Intelligence

Calibrated probability models, global markets intelligence, and custom fine-tuning — built for prediction market platforms and quantitative trading.

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Prediction Market & Trading Models

AI models built specifically for prediction markets, trading, and quantitative finance. Calibrated probability estimation, market-making optimization, event forecasting, and trading signal generation.

  • Calibrated probability estimation — event resolution models with sub-2% Brier scores
  • Market-making optimization — liquidity analysis, spread modeling, and order flow prediction
  • Event forecasting — geopolitical, economic, and social event probability models
  • Trading signal generation and real-time market sentiment analysis
  • Portfolio optimization and quantitative strategy development
  • API delivery — integrate directly into your trading workflow
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Global Markets Intelligence

The data layer that powers your prediction models. Event signal detection, geopolitical and economic triggers, news and social sentiment analysis, influence campaign detection, and entity resolution — aggregated from multiple sources without third-party data exposure. Custom intelligence feeds tailored to your market focus.

  • Event signal detection — identify market-moving events before they're priced in
  • Geopolitical and economic trigger monitoring across global markets
  • News and social media sentiment analysis with source credibility scoring
  • Influence campaign detection — identify coordinated inauthentic behavior affecting markets
  • Entity resolution — connect signals across sources without data leakage
  • Custom intelligence feeds tailored to your specific prediction market or trading domain
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Custom Model Fine-Tuning

We take open-weight AI models and fine-tune them for your specific prediction market or trading use case. The result is a model that understands your market and your edge.

  • Fine-tuning on trading data, market history, and domain knowledge
  • Open-weight model selection — choose the right base model for your use case
  • Domain-specific optimization for prediction markets, trading, and quantitative finance
  • Data preparation, curation, and quality assessment
  • Evaluation and benchmarking against your existing models and baselines
  • Delivered as software and APIs you own and control
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Your Prediction Models Are Your Edge.

Calibrated probability models, global intelligence, and custom fine-tuning for prediction markets.

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