With low volume, compare percent changes and confidence corridors rather than chasing p-values. Focus on meaningful deltas that exceed normal weekly variance. If trial-to-paid remains stable while average revenue per user lifts, treat it as promising even if the sample is small. Augment quantitative data with qualitative notes from support conversations. When in doubt, extend the test by one more decision cycle, not indefinitely. This pragmatic reading balances rigor and realism, enabling solo founders to act without analysis paralysis.
Map three or four price points against observed conversion to sketch a quick elasticity curve. You are not modeling the universe—just approximating where marginal revenue peaks for your current audience. Annotate each point with context, like copy changes or seasonality. If a modest price increase barely dents conversion yet improves total revenue, your market likely tolerates more. If conversion collapses beyond a specific threshold, step back and strengthen perceived value first. These snapshots guide sane, incremental adjustments that compound reliably.
Add a premium tier showcasing expanded outcomes, like priority support or white-glove onboarding, primarily to contextualize the mid-tier. Keep the premium option available but not pushed. The presence of a credible, higher-value alternative often makes the core plan feel more reasonable, lifting revenue without harming trust. Watch click distribution, checkout time, and post-purchase satisfaction. If the anchor distracts or confuses, adjust the description, not just the price. Anchors should clarify value stories, not manipulate buyers into decisions they later regret.
Create a small add-on for a high-intent segment—extra reports, faster exports, or collaborative seats—and offer it only at new checkout. Grandfather existing users and invite a handful to opt in voluntarily at a friendly founder rate. This protects loyalty while revealing whether the add-on truly expands willingness to pay. Track attachment rate, support burden, and impact on core plan appeal. If successful, you can formalize it next month; if not, quietly retire it without disruption or expensive refund operations.