Choose a north star users can feel, like “first successful workflow completed,” then guard it with counter-metrics protecting quality and sustainability. Mentors insist on explicit definitions and instrumentation. Share your candidate metrics, and we’ll propose operational thresholds that keep you honest while empowering rapid, evidence-led product and go-to-market decisions.
Write hypotheses with effect sizes, sample sizes, and stopping rules to avoid chasing noise. Pre-register success criteria, run sequential tests when appropriate, and document learnings. Post an upcoming experiment and constraints, and we’ll suggest a design that respects ethics, time budgets, and the realities of small-sample early-stage markets.