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inconclusive+45.0% lift

Pricing page: Wistia SaaS Pricing Model: Feature-Gated to Upload-Count Limits

Hypothesis

Wistia's feature-gated pricing tiers were creating confusion about value at each plan level. Switching to an upload-count model would make the pricing more transparent, reduce cognitive load for buyers, and increase both conversions and plan upgrades.

PricingPricing PageSaaSSaaSpricing-modelpackagingsubscription

Test Results

Key Learning

Context: How prices are displayed on the pricing page directly influences perceived value and willingness to buy.

What was tested: Usage-based pricing models (quantity limits) can outperform feature-gated models for SaaS tools where the core value is clear and usage volume is the natural differentiator. Reducing the complexity of the pricing decision can increase both conversion rate and average revenue per user. The change also allowed Wistia to reduce ad spend significantly as the improved conversion economics changed their paid acquisition strategy.

Result: No statistically significant difference was detected. Pricing tests that are inconclusive may indicate the price itself isn't the issue — the perceived value or the framing might matter more.

How to Apply This to Your Site

This experiment tested pricing page: wistia saas pricing model: feature-gated to upload-count limits but produced no statistically significant change. The test was run on a pricing page page in the saas industry. Inconclusive results suggest this particular change may not be a priority — focus testing effort on higher-impact areas.

Before you test: Consider that pricing tests typically require adequate traffic to reach statistical significance. Run your test for at least 2 full business cycles to account for weekly traffic patterns.

This result reached 95% statistical confidence, meaning there is a very low probability the observed effect was due to chance. Results at this confidence level are generally considered reliable for making business decisions.

What Was Tested

Wistia's existing pricing was structured around feature access — different plans unlocked different product capabilities. The test repositioned pricing around the number of video uploads allowed per plan rather than feature differentiation. This shifted the mental model from 'what can I do' to 'how much can I use', aligning pricing with the most natural usage dimension for video hosting customers.

Methodology

Confidence Level
95%
Lift Range
30.0% to 60.0%

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