ApeiroM Investment
We develop AI technology for investment, trading, and asset management.
What We Do
Our systems are designed to systematically discover signals for alpha, generate predictive intelligence, and construct portfolios through dynamic asset selection and sizing — seeking better-than-benchmark performance while managing risk, transaction costs, and investment constraints.
The framework is designed to support multiple asset classes, investment horizons, and strategies.
How We Do It
We view investment as a decision-making problem: make optimal decisions from predictions based on accessible information. We develop rigorous mathematical formulations guided by practical investment insight and research in financial economics — including bodies of work recognized by Nobel Prizes in Economics that helped define the modern investment landscape.
We implement these formulations with custom-designed deep-neural-network architectures for prediction, portfolio selection and sizing, turning difficult investment problems into computationally tractable systems within the ApeiroM AI Core. A key distinction is the architecture’s ability to systematically reduce ignorance in the investment process — creating alpha.
Our recent work on DNN generalization provides the theoretical mechanism — the why and how — from which the virtue of complexity in asset pricing follows. The finding that more complex models can perform better [Kelly, Malamud and Zhou, 2024, The Journal of Finance] is one documented instance of this phenomenon.
Beyond complexity, our model architecture addresses one of the defining characteristics of financial data: extremely low signal-to-noise ratios. It is designed for automatic signal discovery — identifying relevant factors, detecting regime changes, and extracting predictive information across accessible multimodal and multi-channel data — while continuously optimizing portfolio decisions against risk and cost.
We employ virtual teams across modeling, data processing, research, analysis, and portfolio decision-making — combining language models for research workflows with specialized financial foundation models for prediction and portfolio decisions.
Who We Are
ApeiroM Investment is built by founders with backgrounds spanning frontier AI research, large-scale production systems, and investment technology in work with leading financial institutions and researchers. The platform is built on the ApeiroM core — apeirom.ai.
How to Work With Us
We work with a selected number of hedge funds, active ETFs, asset managers, and other investment partners.
Our technology is intended for strategies where differentiated intelligence and portfolio construction can materially affect investment outcomes. Because excess returns and market capacity are ultimately linked, we deliberately limit the amount of capital deployed through particular strategies rather than optimize purely for assets under management.