What is User Correction Rate?
User correction rate measures the frequency with which customers need to correct Voice AI misunderstandings during the ordering process. This includes explicit corrections (“No, I said large, not medium”), clarifications, and modifications to incorrectly captured items. Enterprise systems target under 10% correction rate.
Why User Correction Rate Matters
customer experience
Corrections create friction:
- Customer must catch the error
- Must interrupt conversation flow
- Feels like extra work
- Signals system imperfection
Reducing User Correction Rate
Improve Recognition
Technical improvements:
- Better speech models
- Noise handling
- Accent training
- Vocabulary expansion
Improve Confirmation
Verification approach:
- Clear read-back
- Early correction opportunity