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.
Framework
The SPEC Test
Four questions to ask a quant manager in your next meeting
A detailed guide to the SPEC framework: what each question tests, how to interpret the answers, and what response patterns reveal about model integrity.
Read the frameworkSelf-Assessment
SPEC Process Diagnostic
How robust is your AI due diligence process?
11 questions, 5 minutes. Get an AI-powered diagnostic of your evaluation process, with a personalized report mapping your gaps across all four SPEC dimensions.
Take the assessmentManager Evaluation
SPEC Manager Assessment
Evaluate your quant manager's AI claims
Get tailored SPEC questions before your meeting. Upload the transcript after. Receive an AI-powered structural analysis grounded in what the manager actually said.
Start evaluation