Operations Guide
AI Pricing and Packaging Experiment Playbook for SaaS Growth Teams
Pricing decisions fail when conversion and margin outcomes are tracked separately. This playbook defines one monetization experiment cadence with owner accountability.
Implementation Steps
- Set baseline metrics: paid conversion, ARPA, discount rate, and gross margin by segment.
- Prioritize packaging hypotheses by expected MRR upside and execution complexity.
- Run weekly pricing experiments with pass/fail thresholds for conversion and margin.
- Publish one decision memo with approved pricing changes and next test cycle.
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- Provider and model split recommendations
- Budget guardrail design by traffic stage
- KPI plan for spend, quality, and conversion