THE PREMISE
Durable edge doesn't come from a single forecast, factor, or narrative. It comes from assembling a more complete view of the market — and applying it with discipline, humility, and a clear understanding of risk.
G23 CAPITAL - RESEARCH PRINCIPLES
One process. Three disciplines.
Systematic breadth
Cross-sectional research across a broad, disciplined universe — with survivorship-bias correction and point-in-time integrity built in from the start.
Fundamental depth
Quantitative patterns are tested against business economics. A signal survives only if it is economically credible — not merely statistically present.
Risk as thesis
Risk management isn't an overlay. Every position is underwritten against what could invalidate it — from earnings risk to liquidity shocks to regime change.
THE STANDARDS
Infrastructure held to institutional forensic standards.
10+
years of point-in-time, primary-source filings data
Daily
forecast cadence, continuously scored against live markets
6
integrated research engines in a unified architecture
Every
prediction logged, versioned, and matured against outcomes
Calibration over conviction
Our stated confidence intervals are engineered to mean what they say — verified continuously, at every horizon.
Scored against the hardest baseline
Model claims survive only if they outperform the market's own priced expectations — walk-forward, point-in-time, no lookahead.
Nothing unearned
No input stays in the system unless it demonstrably improves calibration. We refuse to mistake noise for signal.

