AI Feedback
“AI pronunciation feedback” gets used to describe everything from a single accuracy percentage to a full breakdown of exactly which sound you substituted and why. The gap between those two is the difference between a grade and a lesson.
These articles look at what AI-driven pronunciation evaluation is actually doing under the hood — how a score gets broken into initial, final, and tone components, why component scores alone still don’t tell you what specifically went wrong, and what real diagnostic feedback looks like in practice.
- "CPAIT is Frustrating": Revisiting Our Mission Behind the Feedback
When a user said "CPAIT is frustrating", we revisited our core tech choice: Speech Recognition vs. Speech Diagnosis. Here is why we chose to be a pronunciation obsessive.
- Why a Chinese Pronunciation Score Isn't Enough
A Chinese pronunciation score tells you how far off you are, not why. Here's why real Mandarin pronunciation feedback has to go from score to component to diagnosis.
- Do You Really Need a Pronunciation App to Learn Mandarin?
Native speakers rarely correct your tones, and context papers over the mistakes — here's the feedback gap a pronunciation app is actually built to fill.