Lifecycle Pricing Experiment Review

Use this skill to convert lifecycle pricing experiment, offer test, upgrade nudge, renewal discount, winback, annual conversion, and monetization guardrail questions into a concrete artifact with owners, gates, metrics, and recovery paths.

Workflow

1. Identify target lifecycle stage, customer segment, offer, control group, pricing surface, eligibility rules, billing mechanics, success metric, guardrails, and customer-communication risk.
2. Read references/lifecycle-pricing-experiment-patterns.md.
3. Classify the situation as trial experiment, intro discount, upgrade prompt, annual conversion, expansion offer, renewal save, winback, regional price test, usage threshold test, or holdout measurement.
4. Define hypothesis, eligibility, randomization, holdout, revenue and retention metrics, support/legal constraints, abuse controls, billing QA, and stop conditions.
5. Produce pricing experiment brief, state machine, decision table, event schema, guardrail checklist, rollout plan, and readout template.

When not to use

• Do not use for generic advice the base model already handles without this skill's specific artifact contract.

Guardrails