Many marketers think website testing is limited to A/B testing headlines and calls-to-action. There's a much bigger opportunity waiting.

Sara Pion, Head of Marketing Strategy at Dandy and a seasoned conversion rate optimization (CRO) expert, shares her approach to website testing. She demonstrates how she created an offer that converted better than traditional demo requests through consistent experimentation methodology.

Beyond A/B Testing

A/B testing is just the starting point. Consistent experimentation means building a culture and process around testing everything: offers, page layouts, user flows, messaging hierarchies, and conversion paths. The goal is to move from occasional tests to a systematic experimentation program.

Building a Testing Framework

A structured experimentation program requires clear hypotheses, proper measurement, and disciplined execution. Prioritize tests by potential impact and ease of implementation. Document results and share learnings across the organization to compound your knowledge over time.

Related Resources

How to use this resource in evaluation

Use Moving from A/B Testing to Consistent Experimentation as a working prompt for your buying committee, not as a standalone takeaway. The useful question is how the idea turns into governed campaign execution: which accounts are included, which contacts are reachable, which channels carry the message, which budget controls apply, and how results are reviewed after launch.

Bring the resource into a demo or internal planning session and ask each owner to inspect a different layer. Demand generation should review the audience and offer logic. RevOps should inspect CRM, marketing automation, and reporting flow. Sales should confirm whether the campaign creates context they can act on. Finance should ask how spend, conversion quality, opportunity creation, and pipeline are connected before budget expands.

Before treating this as complete, compare the recommendation against one current campaign. Check the audience source, channel fit, exclusion logic, approval owner, expected conversion path, and the report your revenue team will use after launch. That keeps the resource tied to an inspectable operating workflow.

  • Audience fit: define the exact account, contact, customer, or intent segment this idea should reach.
  • Campaign controls: confirm approvals, exclusions, budget limits, creative variants, and launch readiness before spend starts.
  • Measurement path: decide which leading indicators matter early and which pipeline outcomes matter before scaling.
  • Next action: turn the concept into one reviewed campaign object, one owner, and one follow-up date.

The strongest walkthrough should make the resource concrete: a campaign plan, visible guardrails, a revenue-review owner, and a reporting path that a revenue team can inspect without relying on native ad-platform summaries alone.