Pricing · ਪੰਜਾਬੀ
Punjabi speech data: what it costs
Per-hour cost bands for Punjabi speech data collection, why 5 dialect varieties change the number, and worked budgets at three common volumes.

- Language
- Punjabi (pa-IN)
- Rate band
- ₹4,200 – ₹8,200 / hour
- Speakers
- 33M
- Studio cities
- 5
Why Punjabi prices the way it does
Punjabi has roughly 33 million speakers concentrated in Punjab, Haryana, Delhi, which sets how quickly a cohort can be recruited. Recruitment speed, not recording time, is the dominant cost in almost every programme.
Cover all three historic regions (Majha, Malwa, Doaba); tone realisation differs measurably between them.
- 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.
Worked budgets
| Volume | Typical speakers | Indicative range | Timeline |
|---|---|---|---|
| 100 hours | 200 at 30 min | ₹4,20,000 – ₹8,20,000 | 3-6 weeks |
| 500 hours | 1,000 at 30 min | ₹19,32,000 – ₹37,72,000 | 6-10 weeks |
| 1,000 hours | 2,000 at 30 min | ₹35,70,000 – ₹69,70,000 | 10-16 weeks |
Unit rates fall with volume because setup, script design and recruiter onboarding are amortised, not because quality is relaxed.

Cost drivers specific to this language
- Dialect spread: covering Majhi (standard), Malwai, Doabi, Puadhi rather than one prestige variety adds recruitment cost but is what makes the corpus usable in production
- Script and transcription: Gurmukhi transcription needs native reviewers, and Tone is unrepresented in text, so pronunciation lexicons must be built from audio, not from spelling is the usual source of rework
- Phonetics: Punjabi is tonal: high, low and level tones distinguish words, and tone is not marked in Gurmukhi orthography, which requires reviewers trained on the language rather than generic annotators
Add-ons and their pricing
| Layer | Unit | Indicative |
|---|---|---|
| Verbatim transcription | per audio hour | ₹900 – ₹2,400 |
| Speaker diarisation and turn labels | per audio hour | ₹600 – ₹1,500 |
| Event and noise tagging | per audio hour | ₹400 – ₹1,100 |
| Romanised parallel transcript | per audio hour | ₹500 – ₹1,200 |
| Speaker-disjoint train/dev/test splits | one-off | Included |
How to get the number down without hurting the model
- Widen the age bands before you widen the dialect spread — dialect coverage is what determines production accuracy
- Use quiet-room capture where deployment audio is not studio-clean anyway
- Order transcription in a second phase once the audio passes acceptance
- Run a 10-20 hour pilot; specification errors caught there are the cheapest ones you will ever fix
Frequently asked
What is the per-hour rate for Punjabi speech data?
Indicatively ₹4,200 to ₹8,200 per delivered hour for standard scripted or spontaneous capture with verbatim transcription. Narrow cohorts and studio-only capture sit at the top of that band.
Is Punjabi more expensive than Hindi?
Somewhat. Smaller recruitment pools mean more effort per speaker, which shows up as a higher per-hour rate rather than a longer timeline.
Do you quote in INR or USD?
Either. Bands here are in INR; international clients are usually invoiced in USD at a fixed contract rate.
What is included in the quoted rate?
Recruitment, consent capture, recording, QA, transcription if ordered, metadata, delivery packaging and a perpetual licence with full IP transfer.
Related pages
Price a Punjabi dataset
Tell us hours, speakers and dialect spread for Punjabi and you get a fixed price against it.