Set the Threshold Before Expanding the Trial

Hamza Waseem Naser’s post, “Test the AI Idea Against a Simple Baseline,” asks teams to compare an AI option with a simpler approach and agree what would justify the added complexity. Mohammad Adnan Alaraj’s “Design for the Decision—and the Way Back” adds a practical question: how can people inspect, pause or reverse the choice?

Together, they suggest a decision gate for a pilot: define what “good enough” means before testing, then specify what evidence would justify expanding use—and how the team can pause or return to the baseline if the evidence falls short. That makes the next step clearer without treating adoption as the default outcome.