Custom planning library

Experiment blueprints

Choose the situation closest to your next release. We tailor each blueprint to your product, users, data and decision threshold.

01 · Activation

First-session experience

Test onboarding order, permissions, progressive profiling or first-value guidance without losing sight of activation quality.

  • Exposure at the changed step
  • Completion and time-to-value
  • Downstream quality guardrail
02 · Engagement

Recommendation or discovery

Evaluate whether a new surface helps customers find something useful—not merely generate an extra tap.

  • Eligible-session definition
  • Qualified interaction metric
  • Content diversity guardrail
03 · Monetisation

Offer and checkout journey

Measure changes near purchase with careful attention to currency, payment path, refunds and customer value.

  • Account-level randomisation
  • Conversion and revenue effects
  • Cancellation guardrail
04 · Retention

Habit-building feature

Connect short test windows to longer behaviour using explicit leading indicators and follow-up analysis.

  • Meaningful return definition
  • Cohort observation window
  • Notification fatigue guardrail
05 · Operations

Internal workflow feature

Balance speed and quality when testing tools used by support, sales or operations teams.

  • Cluster-aware assignment
  • Task time and completion
  • Error and rework guardrail
06 · Trust

Safety or verification flow

Assess sensitive changes without allowing a broad engagement metric to hide uneven customer impact.

  • Risk-based eligibility
  • Successful verification
  • Support-contact guardrail

Tailored to your release

Turn a blueprint into a testable plan.

We will adapt the audience, metrics and checks to your product context.

Plan your experiment