Observed arrival · 2026-11-14
Phonivra’s voice-AI evaluation lab
Phonivra describes speech evaluation, data collection, and annotation services for Saraiki, Pakistani Punjabi, Urdu, and related voice-AI work.
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- Teams evaluating ASR, text-to-speech, voice agents, or multilingual LLMs
- Worth noticing
- Its sample report is explicitly illustrative; the first consented sample pack is still being recorded.
Field notes
The proposed workflow starts with language, recording-condition, and model selection, then moves through speaker recording and reference review to an error-class report. The site says each reference is checked by two reviewers and names practical failure cases such as bazaar noise, tractor noise, and Urdu-English switching. Its sample report is illustrative, while the first consented sample pack is still being recorded.
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