What Happens When You Run This for Six Years

The credibility test for an AI allocation framework is whether it changes funding decisions when capital, verification, and execution risk collide. The framework came from sustained PE-backed retail execution: pricing automation opportunities, killing attractive projects that weakened the portfolio, and turning shared vocabulary into operating leverage. The useful signal is adoption under pressure, especially when the language runs in rooms you are not in.