Testing, Analytics, and Continuous Improvement
Combine emulators with a scrappy device shelf covering low-end Androids, iPhones, and Chromebooks. Throttle networks to 3G and simulate interruptions mid-exercise. Track how layouts recover. If you lack devices, we’ll publish a guide to community testing exchanges—comment to get early access.
Testing, Analytics, and Continuous Improvement
Move beyond vanity metrics. Correlate layout changes with pronunciation retries, hint usage, and session length. Run A/B tests on button placement for speaking drills. If analytics feel overwhelming, subscribe for a focused KPI worksheet aligned to language-specific outcomes.