SaaS Use Cases/Product AnalyticsProduct Manager

Did variant B of the new dashboard layout increase daily feature engagement by more than 10% with 95% confidence?

Evaluates A/B test results for a product feature change to determine if the variant drives meaningfully higher engagement.

Metrics & KPIs

Engagement liftconfidence levelsample sizeeffect size

Required Data

A/B test assignmentsengagement eventsstatistical results

Data Sources

A/B TestingProduct Analytics

Works with tools like

OptimizelyLaunchDarklySplit.ioVWOStatsigMixpanelAmplitudeHeapPendoPostHog

How Bruin answers this

Bruin

Bruin AI Data Analyst

Did variant B of the new dashboard layout increase daily feature engagement by more than 10% with 95% confidence?

Bruin connects to your A/B Testing, Product Analytics and runs the analysis automatically.

It tracks Engagement lift, confidence level, sample size and delivers the answer in seconds, in Slack, Discord, Teams, Google Chat, WhatsApp, Telegram, email, or your browser.

Bruin for SaaS

Use cases across every team in your SaaS company, from churn & retention to revenue operations, product analytics to engineering. One AI that speaks your data.

C-Level/ExecutiveCustomer Success ManagerData AnalystDevOps EngineerEngineering ManagerFinance/FP&A AnalystGrowth ManagerMarketing ManagerProduct ManagerRevenue Operations ManagerSales Operations ManagerSupport Manager

Get this answer in seconds

Connect your data, ask the question, get the answer. No SQL needed.