Sovereign AI workflows·Operational in 14 markets
PakistanIn development

Punjabi

The most spoken language in Pakistan by household, and the hardest of Proto's current benchmarks.

51.5%
ASR accuracy
48.5%
Word error rate
TTS score
Speed
Coverage

What Punjabi supports today

TextAvailable

Understanding and reply in written conversation — the floor every language here has.

Audio messagingAvailable

Speech-to-text and text-to-speech for recorded voice notes, processed in batch, not live.

Voice streamingSoon

Live, real-time speech on a voice call — not yet built for any language.

Benchmarks

Measured against published targets

Punjabi is in development. These are baselines measured before fine-tuning and are expected to improve.

ASR · speech-to-text
ASR accuracy
51.5% · Target ≥ 90% · 38.5% under target
Word error rate
48.5% · Target ≤ 10% · 38.5% over target
ASR fallback
Not measured
ASR speed
Not measured
TTS · text-to-speech
TTS mean opinion score
Not measured
TTS fallback
Not measured
TTS speed
Not measured

Mean opinion score rates the naturalness of synthesised speech on a 1–5 scale. Tests ran on an Azure Standard NC4as T4 v3 instance with an NVIDIA Tesla T4 GPU; the ASR test set used audio samples of 5–10 seconds.

Deploy in Punjabi

Our local team will benchmark against your own audio before you commit.