The IPMF Scorecard: Five Questions to Answer Before You Invest in AI
Paige Bradbury
Principal Learning Architect, Trainer, Speaker, Writer
Mike Saunderson
PhD, performance strategist and researcher focused on AI and learning impact.
Everyone can ship AI. Almost nobody can prove it worked.
Most organizations measure AI by licenses issued and courses completed. Neither one tells you whether the work actually changed. And in the rooms where budgets, board seats, and funding get decided, the leader who can show the number is the one who gets the yes.
The IPMF Scorecard helps you build that number before you spend a dollar.
What It Is: The Integrated Performance Measurement Framework (IPMF) Scorecard is a one-page tool for testing any AI initiative, pilot, or training investment. It combines The Core 4 Framework from The Bradbury Group with the Five Essential Questions developed by Dr. Mike Saunderson, whose doctorate is in learning and performance measurement.The Rule That Keeps Everyone Honest
"A high total does not compensate for a missing behavior, outcome, metric, evidence source, owner, or evaluation point."
What You Get
The IPMF Scorecard as a printable PDF
A five-level scoring key, from Beginning to Superior
A decision record for your total, your lowest score, your stakeholder, and your confirm-by date
IPMF Scorecard. Copyright 2026 The Bradbury Group and Ethnopraxis. All rights reserved.