A/B testing is often seen as the starting point of optimization.
Traffic is coming in.
Conversions aren’t where they should be.
So naturally:
“Let’s run an A/B test.”
But here’s the uncomfortable truth:
Most first A/B tests fail — not because testing doesn’t work,
but because teams start testing too early.
Before you split traffic, change headlines, or redesign buttons, there are critical steps you must take.
Otherwise, you’re just experimenting blindly.
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Product-led growth has become the gold standard in SaaS.
Instead of sales teams pushing features, the product sells itself.
Instead of persuasion, users experience value firsthand.
Instead of long demos, activation drives adoption.
But here’s the uncomfortable truth:
Many teams say they’re product-led —
while still building based on assumptions.
If your roadmap is shaped more by internal opinions than user reality, you’re not truly product-led.
You’re opinion-led.
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Why do people value furniture they assembled themselves more than pre-built pieces?
Why do users feel more attached to products they helped configure?
Why does customization increase loyalty?
The answer lies in a powerful behavioral principle known as the IKEA Effect.
And when applied thoughtfully, it can significantly increase conversion, retention, and long-term engagement.
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