How speech recognition works on Indian calls
A speech recognition model listens to short slices of audio and predicts the words in them, revising its guess as more audio arrives. On a live call it streams, so the transcript builds while the caller is still talking.
Indian phone calls make the job harder in a few specific ways:
- Phone-line audio. A call carries less of the voice than a good microphone, so similar sounds blur together.
- Background noise. Traffic, a shop counter or a TV in the next room.
- Mixed languages. "Mujhe ek personal loan chahiye, around five lakh" changes language halfway through.
- Numbers said many ways. "Dhai hazaar", "pachchees sau" and "two thousand five hundred" all mean ₹2,500.
- Names and places. Surnames, colony names and brand names are easy to mishear.
Why it matters
Everything an agent does rests on hearing the caller correctly. A misheard amount becomes a wrong promise to pay; a misheard date becomes a missed appointment. Good agents read key details back to the caller to confirm them, so slips get caught on the call instead of reaching your CRM.
How Kallix uses it
Speech recognition runs on every Kallix call and is included in the ₹4.80 a minute rate. Each call's transcript is saved with its recording, so you can read exactly what the agent heard. Before launch, test the agent with the phrases your customers really use, not textbook sentences.