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Malayalam speech data: what it costs

Per-hour cost bands for Malayalam speech data collection, why 5 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 — Malayalam speech data: what it costs
Language
Malayalam (ml-IN)
Rate band
₹4,200 – ₹8,200 / hour
Speakers
35M
Studio cities
5
01

Why Malayalam prices the way it does

Malayalam has roughly 35 million speakers concentrated in Kerala, Lakshadweep, Puducherry (Mahe), which sets how quickly a cohort can be recruited. Recruitment speed, not recording time, is the dominant cost in almost every programme.

Budget higher transcription effort per audio hour for Malayalam than for Hindi; speech rate and morphology make it slower to annotate.

  • Manglish is standard in urban and professional speech, with heavy English noun and verb insertion.
  • Central Kerala news-reading dominates public data. Malabar and southern varieties, and fast conversational speech generally, are missing.
02

Worked budgets

VolumeTypical speakersIndicative rangeTimeline
100 hours200 at 30 min₹4,20,000 – ₹8,20,0003-6 weeks
500 hours1,000 at 30 min₹19,32,000 – ₹37,72,0006-10 weeks
1,000 hours2,000 at 30 min₹35,70,000 – ₹69,70,00010-16 weeks

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

Two-speaker conversational recording session in a studio — supporting malayalam speech data: what it costs
Two-speaker conversational recording session in a studio
03

Cost drivers specific to this language

  • Dialect spread: covering Thiruvananthapuram, Kochi (central), Malabar / Kozhikode, Thrissur rather than one prestige variety adds recruitment cost but is what makes the corpus usable in production
  • Script and transcription: Malayalam transcription needs native reviewers, and Old vs new script (chillu characters, Unicode normalisation) mixed within a dataset is the usual source of rework
  • Phonetics: One of the most consonant-dense Indian languages; long geminates and clusters raise word error rates sharply, 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 Malayalam 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 Malayalam 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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