Call Centre AI Companies · Punjabi
Punjabi Training Data for Call Centre AI Companies
Agent-assist, QA-automation and voice-bot vendors serving Indian BPO and enterprise contact centres, working with narrowband telephony audio and heavy accent variation. For Punjabi specifically, the work is shaped by 5 dialect varieties and by how much English enters the speech.
- Buyer profile
- Call Centre AI Companies
- Language
- Punjabi (pa-IN)
- Typical ask
- 100-300 hours of dual-channel simulated calls per language
Your problem
- Production audio is 8 kHz telephony; models trained on studio audio degrade sharply
- Real call recordings carry consent and PII constraints that block their use for training
- Escalated and emotional speech is under-represented but drives the hardest failures
What Punjabi requires
- Punjabi is tonal: high, low and level tones distinguish words, and tone is not marked in Gurmukhi orthography
- Dialects: Majhi (standard), Malwai, Doabi, Puadhi
- Punjabi speech mixes Hindi and English freely, with strong diaspora influence in urban registers.
- Tonal variation is essentially unmodelled in public Punjabi data, and Malwai/Doabi rural speech is scarce.
How you will evaluate the delivery
- Is narrowband simulated at capture, not by downsampling studio audio?
- Are agent and customer on separate channels?
- Are emotion and escalation variants available on demand?
Recommended cohort
Cover all three historic regions (Majha, Malwa, Doaba); tone realisation differs measurably between them.
| Dimension | Typical split | Why it matters for Punjabi |
|---|---|---|
| Gender | 50 / 50 | Pitch range differences change acoustic model behaviour; unbalanced cohorts bias recognition |
| Age | 18-25: 30%, 26-40: 40%, 41-60: 30% | Older speakers retain conservative Punjabi forms that younger urban speakers have lost |
| Region | Punjab / Haryana / Delhi and others | Dialect spread across 5 recognised varieties |
| Education | Mixed, including below-graduate | Prompt-reading fluency correlates with education and skews prosody |
| Condition | Studio / quiet room / field | Match the noise profile of your deployment |
Contract points
- Consented synthetic-scenario audio with no real customer PII
- Scenario library ownership
- Per-scenario volume guarantees
Example requirement
"We need 500 hours of Punjabi from 800 speakers, 50/50 male-female, ages 18-45, studio quality, scripted plus spontaneous, delivered in WAV with transcripts."
That sentence is enough to produce a quote and a timeline. Anything missing, we will ask about once.
Frequently asked
Do you have Punjabi capacity available now?
Cover all three historic regions (Majha, Malwa, Doaba); tone realisation differs measurably between them. Fielding usually starts one to two weeks after the specification is signed.
Can you work white-label?
Yes, including QA reporting written so it can be passed to your end client unchanged.
What licensing applies to Punjabi data?
Perpetual and transferable, with participant consent covering model training and downstream distribution. Consented synthetic-scenario audio with no real customer PII is addressed in the master agreement.
Request a Punjabi quote
Send the spec. You get scope, timeline and price.