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    CX Strategic Knowledge · CX Misconceptions

    Experimentation ≠ randomness

    Velocity without direction is waste. A/B testing before foundational research burns cash, not risk.

    Moving fast in random directions feels productive but takes you further from the goal. Teams run heavy A/B testing with little foundational research and end up with burned budgets and no product-market fit. Experimentation only works when it points somewhere.

    Call it drunk agile. Moving fast in random directions feels productive, but you end up further from the goal. The symptoms are recognizable: heavy A/B testing, little foundational research, burned budgets, and still no product-market fit. Speed masquerades as progress.

    A/B testing is premature under specific conditions. Check for them before you run a single test.

    • Too little traffic to reach significance
    • A poor baseline experience
    • An unclear value proposition
    • No validated customer tasks

    The failure mode is real: a startup spent months A/B testing, ran out of cash, and never validated core fit. Testing variations of an unvalidated product optimizes nothing. Velocity without direction is waste.

    Apply this

    Reading about experimentation ≠ randomness is one thing. Seeing where it applies in your journey is the useful part.

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