Maharashtra · studio network
Speech Data Collection in Nagpur
Nagpur is one of the recording sites in our nationwide network. Varhadi Marathi, materially different from Puneri standard and largely missing from public corpora.

- State
- Maharashtra
- Languages
- 2
- Setup
- Partner booth with mobile capture for surrounding districts.
Why we record in Nagpur
The Marathi-Hindi transition zone, where speakers move between the two languages within a single utterance as a matter of course.
Varhadi Marathi with heavy Hindi contact, producing genuine code-switching rather than the borrowing that passes for it elsewhere.
Languages recorded here
- Marathi
- Hindi

Dialect profile
Varhadi Marathi, materially different from Puneri standard and largely missing from public corpora.
Recruitment pool
The key site for Vidarbha dialect coverage.
Strong for Vidarbha Marathi and code-switched speech, unrepresentative of the Pune standard.
City choice is a data-quality decision, not a logistics decision. It determines which dialects end up in your corpus.
Studio setup
Partner booth with mobile capture for surrounding districts.
Running sessions in Nagpur
Central location makes it a practical hub for surrounding districts. Studio capacity is limited and usually needs to be augmented with a mobile rig.
Field recording conditions here
Semi-urban and small-town environments within easy reach, with agricultural settings accessible for genuinely rural capture.
The numbers we hold ourselves to
- 100% of delivered files pass automated technical QA for SNR, clipping, duration and silence
- 5-25% of files pass a second native-speaker content review, stratified by city, dialect and transcriber, and escalating to 100% on any batch that fails the agreed threshold
- Accepted yield runs 85-90% for scripted speech, 60-70% for spontaneous, 55-65% for conversational and 50-60% for telephony
- Default cohort quotas: 50/50 gender, with age bands at 30% (18-25), 40% (26-40) and 30% (41-60)
- 48 kHz / 24-bit capture, delivered as 16-bit PCM WAV, with studio sessions held below a -50 dBFS noise floor
- First response within one working day; a scoped, fixed quote within two to three
These are the figures a delivery is measured against, not aspirations. A batch that misses them is re-recorded at our cost rather than repaired.
What every session includes
- Local coordinators recruit and screen against your quota matrix
- Participants are briefed and consented on site
- Sessions run to the same template as every other city in the network
- Technical QA runs on upload, so defects are caught while the speaker can still be recalled
Frequently asked
Can you record in Nagpur only?
You can, but be clear about what that buys you. Strong for Vidarbha Marathi and code-switched speech, unrepresentative of the Pune standard. For most languages we recommend spreading the cohort across at least three cities.
How fast can sessions start in Nagpur?
Recruitment typically takes one to two weeks depending on how narrow your quotas are. Central location makes it a practical hub for surrounding districts. Studio capacity is limited and usually needs to be augmented with a mobile rig.
What does field recording in Nagpur sound like?
Semi-urban and small-town environments within easy reach, with agricultural settings accessible for genuinely rural capture. Every session's noise profile is documented so you can match it against your deployment environment.
Which languages are strongest in Nagpur?
Marathi, Hindi. The key site for Vidarbha dialect coverage.
Record in Nagpur
Send the language, speaker count and conditions you need.