➤ When should marketers run tests or pilots before a full-scale launch?
Run pilots after you select target segments and draft positioning, but before large investments. Test offers through A/B experiments, small-market rollouts, MVPs, or limited distribution. Collect sales, conversion, retention, and feedback metrics. Use results to refine features, messaging, pricing, and channel strategy before scaling.
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