Point-in-Time LLMs
that actually generalize

PiT-Inference removes look-ahead bias from financial LLMs โ€” enabling realistic backtesting, agentic trading research, and deployment beyond the training window.

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Introducing Pitinf Models

Introducing Pitinf Models

Pitinf is a new family of point-in-time large language models built for quantitative finance, designed to eliminate look-ahead bias and deliver realistic backtest and live-trading performance.