Tools

Most institutional allocators lack practical tools to evaluate AI claims from quantitative managers. Academic research is too abstract. Consultant reports are too generic. And the managers themselves have every incentive to overstate their capabilities.

I develop tools that sit in the gap, translating AI research into structured, repeatable processes that allocators can use in real due diligence, portfolio construction, and governance decisions.

Tool

The SPEC Test

Four questions that reveal whether a quant model is built on evidence or accident

SPEC gives allocators a repeatable process for testing whether the structure of a quantitative model is sound, not just whether its outputs have looked good historically. No technical background required. Usable in your next manager meeting.