TTS was trained for Assamese phonology rather than adapted from a pan-Indic voice. In a blind preference study, listeners rated it clearer on alveolar/retroflex contrasts and on vowel length that machine-translated prompts often flatten. The 64.5% figure is the mean of the four prompt types below.

We report mean opinion scores and pairwise preference against a strong multilingual TTS baseline on the same Assamese prompts.

Listener preference by prompt type Share preferring TTS · n = 42 Assamese listeners · October 2025
News read 71%
Citizen reply 66%
Literary 63%
Code-mix 58%