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Experiment utility · Test design

Monetization test guardrail builder.

A monetization target on its own is incomplete. Write down what the additional revenue is allowed to cost — before the results arrive.

The test

Guardrails (metric · max deterioration)

Thresholds vary by game, cohort, stage and business model. What matters is deciding them before the results arrive.

How it's calculated

The method, in plain terms.

  1. Target: metric + expected lift + read date
  2. Guardrail: metric + maximum acceptable deterioration
  3. Stop rule: condition that triggers rollback
Worked example

“Raise ad ARPDAU 10% via interstitial frequency; protect D7 retention (max −1.5 pts) and payer conversion (max −5% relative); roll back if either breaches at the D14 read.”

Defaults on this page are illustrative starting points, not benchmarks for your game. Replace them with your own numbers.

Terms on this page

Guardrail metric · A/B test · Ad load

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FAQ

Common questions.

What is a guardrail metric in an A/B test?

A metric the experiment is not allowed to damage beyond an agreed threshold while it optimises its primary metric. For a monetization test, typical guardrails are retention, payer conversion and session depth.

Why decide guardrails before the test starts?

Revenue moves quickly; retention, payer behaviour and paid-cohort payback move slowly. If the acceptable trade-off is decided after the results arrive, the team judges it knowing which metric improved — which biases the call.

What should a stop or rollback rule look like?

A specific, observable condition and a date: “roll back if D7 retention in the test group falls more than 1.5 points below control at the D14 read, or payer conversion falls more than 5% relative.” Vague rules get renegotiated mid-test.

What is an expiry condition?

The change in evidence or context that would reopen the decision after rollout — for example, a later retention decline or a shift in traffic mix. It stops temporary evidence becoming a permanent rule.

Calculator by The Game Scientist ↗