Why do singers go flat? What 632,000 missed notes taught us
Going flat is a physical problem, not a listening one. Across 632,000 missed notes, two-thirds of the average singer’s misses were flat – and the causes are trainable.
AI Vocal Coach
What actually happens when you sing to an AI Coach
Is the AI coach really adapting, or just running a script? We looked at 7 months of data – 2,249 singers, 13,277 sessions – to find out what it actually does with your voice.
How to Measure Singing Improvement (and How We Measure It)
How to measure singing improvement: pitch accuracy, vocal range, and tracking the same voice over time – plus the honest limits, and how we measure it in our data.
Can Adults Learn to Sing? What the Data Actually Shows
Can adults learn to sing? Almost always yes – real tone-deafness is rare. In our data, adult beginners improved the most. What works, and what to expect.
What Is an AI Vocal Coach? How It Works, and How It Differs From a Pitch Detector
An AI vocal coach pairs real-time pitch detection with an AI coach that plans and adapts your practice, not just a sharp/flat meter. How it works, how it compares, and who it helps.
AI Singing Coach, 7 Months In: The Beginners Improved the Most, and the Gains Held
7 months of AI singing coach data from 2,000+ singers: beginners gained +16.5pp pitch accuracy, improvements held at 3 months, and deeper coaching conversations drove better results.