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Smarter Campaign Testing: A/B Isn’t Enough—Try Layered Insights

Most teams run a headline A/B test and call it a day. But when you’re ready to go deeper, you need layered insight testing—not just binary results.

Layered testing means:

  • Evaluating performance across segments (audience behavior, timing, placement)
  • Combining creative variables with targeting shifts.
  • Tracking engagement depth, not just click-through rate

Better Testing Starts with Better Questions

Ask:

  • Which version worked best for first-time vs. returning users?
  • What time of day drove the most saves vs. shares?
  • Did copy variation A work better in paid vs. organic placements?

Creative briefing that leads to smarter testing

What to Test (Beyond Just Headlines)

  • Offer framing (urgency vs. value)
  • Visual tone (user-generated vs. polished)
  • CTA placement (mid vs. end)

Example

A boutique skincare brand tested the same offer two ways:

  1. “Get glowing skin by the weekend” (benefit-led)
  2. “25% off your glow-up kit” (deal-led)

They discovered the benefit-led copy drove more saves and shares among younger users, while the deal-led version performed better in SMS retargeting. Insight: channel and mindset both matter.

Final Thought

Don’t just test what’s easy—test what’s meaningful. The more layers you explore, the more actionable your insights become.

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