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Assamese speech data: what it costs

Per-hour cost bands for Assamese speech data collection, why 4 dialect varieties change the number, and worked budgets at three common volumes.

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Speaker recording scripted prompts for a speech data collection project — Assamese speech data: what it costs
Language
Assamese (as-IN)
Rate band
₹5,500 – ₹11,000 / hour
Speakers
15M
Studio cities
5
01

Why Assamese prices the way it does

Assamese has roughly 15 million speakers concentrated in Assam, Arunachal Pradesh, parts of Nagaland and Meghalaya, which sets how quickly a cohort can be recruited. Recruitment speed, not recording time, is the dominant cost in almost every programme.

Expect longer fielding times and higher per-hour cost than for Hindi or Marathi; the speaker pool with transcription-grade literacy is smaller.

  • Assamese speech mixes Hindi, English and Bengali, with substantial contact influence in Barak Valley and tea-garden communities.
  • Extremely low-resource. Almost no spontaneous Assamese speech data exists publicly, and non-standard dialects have none.
02

Worked budgets

VolumeTypical speakersIndicative rangeTimeline
100 hours200 at 30 min₹5,50,000 – ₹11,00,0003-6 weeks
500 hours1,000 at 30 min₹25,30,000 – ₹50,60,0006-10 weeks
1,000 hours2,000 at 30 min₹46,75,000 – ₹93,50,00010-16 weeks

Unit rates fall with volume because setup, script design and recruiter onboarding are amortised, not because quality is relaxed.

Two speakers recording natural conversational speech data — supporting assamese speech data: what it costs
Two speakers recording natural conversational speech data
03

Cost drivers specific to this language

  • Dialect spread: covering Kamrupi, Goalparia, Upper Assam (Sibsagar standard), Barak Valley contact varieties rather than one prestige variety adds recruitment cost but is what makes the corpus usable in production
  • Script and transcription: Assamese (Eastern Nagari) transcription needs native reviewers, and Bengali characters substituted for Assamese ৰ / ৱ is the usual source of rework
  • Phonetics: Assamese has the voiceless velar fricative /x/, unique among major Indian languages and routinely mis-modelled, which requires reviewers trained on the language rather than generic annotators
04

Add-ons and their pricing

LayerUnitIndicative
Verbatim transcriptionper audio hour₹900 – ₹2,400
Speaker diarisation and turn labelsper audio hour₹600 – ₹1,500
Event and noise taggingper audio hour₹400 – ₹1,100
Romanised parallel transcriptper audio hour₹500 – ₹1,200
Speaker-disjoint train/dev/test splitsone-offIncluded
05

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 Assamese speech data?

Indicatively ₹5,500 to ₹11,000 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 Assamese 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

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