Service template

Improve store and landing-page conversion

The illustrative app has strong ad clicks but weak store conversion in a new language. The listing promise differs from the advertised benefit.

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Business result

More activated customers per eligible visitor without weakening retention.

Next step
Design a controlled test
Working output
Project brief
Unit of analysis
Assigned visitor × market × listing or landing-page variant
Decision owner
Growth Product and Store Optimization Lead

Controlled test design

  • Hypothesis: Test one localized listing or landing-page change with protected downstream outcomes.
  • Comparison: Concurrent eligible visitors assigned to the current and proposed variant
  • Specify assignment, group overlap, exposure and contamination checks.
  • Choose a primary metric, detectable effect and completed outcome window before calculating sample size.
  • Set risk budget, guardrails, checkpoint and stop or restore conditions.

Acceptance checks

  • Eligibility, variant assignment and primary conversion are defined.
  • Downstream quality and retention remain protected.
  • Decision owner, risk budget, guardrails, checkpoint and restore condition are specified.
  • Assignment, detectable effect and outcome horizon are specified before the test starts.

Deliverables

  • A pilot design with success and stop criteria
  • Agreed scope, source requirements, responsibilities and acceptance checks.
  • A working brief for a readiness and delivery conversation, not a completed investigation.