Smart Workplace Lab

May 20, 2026 · R&D Management

Evaluating Identical AI Output: Hidden-Value Matrix & Differentiation Checklist

When AI-generated deliverables become indistinguishable, traditional volume‑based performance metrics fail, so this article proposes a three‑step protocol—hidden‑value matrix, process‑illumination scoring, and contribution‑attribution prompts—to make individual impact measurable and fair.