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Sample · বাংলা

Free Bengali speech data sample

Thirty minutes of Bengali audio, recorded to your specification with transcripts and full metadata, at no cost. It exists so you can judge us on files rather than on claims.

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Speaker reading a prompt script into a studio microphone — Free Bengali speech data sample
Sample size
~30 minutes
Cost
Free
Turnaround
5-8 working days
Formats
WAV 48 kHz + transcript + metadata
01

What the sample contains

  • Bengali audio from at least four speakers with a mixed gender and age spread
  • Coverage of Kolkata standard (Rarhi), Sylheti-influenced, Rangpuri / North Bengal where your spec calls for dialect breadth
  • Verbatim transcripts in Bengali, with a romanised parallel transcript on request
  • Per-file metadata: speaker ID, age band, gender, district, device, environment and SNR
  • A short QA report showing how the files were checked before they were sent
Each step exists to de-risk the next oneFree sample~30 min, proves qualityPaid pilot10-20 h, proves protocolProductionFixed price, stagedNo step is a prerequisite. Teams that already know the spec go straight to production.
02

How to specify it

DecisionOptionsDefault if you do not say
Speech typeScripted / spontaneous / conversational / telephonyScripted plus a spontaneous block
EnvironmentStudio / quiet room / field / call pathStudio and quiet room, split
Sample rate48 kHz, 16 kHz, 8 kHz48 kHz mastered, 16 kHz derived
DialectsKolkata standard (Rarhi), Sylheti-influenced, Rangpuri / North BengalStandard variety plus one regional
AnnotationVerbatim / timestamps / speaker turns / event tagsVerbatim with timestamps

The sample is only useful if it looks like the data you would actually buy. Send the spec you would put in a purchase order and we record against that.

Annotators writing prompts and responses for LLM training data — supporting free bengali speech data sample
Annotators writing prompts and responses for LLM training data
03

What to test it against

  • Run it through your existing ASR or TTS pipeline and read the error breakdown by speaker and dialect
  • Check how Bengali code-mixing is transcribed: Kolkata professional speech mixes English heavily; rural West Bengal much less. A single 'Bengali' dataset without register tags conflates two very different acoustic and lexical distributions.
  • Check the transcription convention against your tokeniser — Three sibilant characters chosen inconsistently for the same sound is the usual failure point
  • Confirm the metadata is complete enough to filter and stratify by
04

What a Bengali sample usually exposes

Bengali has roughly 97 million speakers across West Bengal, Tripura, Assam (Barak Valley), and models trained on generic multilingual data typically fail on the same things each time.

Indian Bengali is under-collected relative to Bangladeshi Bengali, and North Bengal and Tripura varieties are almost entirely missing.

  • Phonetics your acoustic model may not have seen: Inherent vowel is realised as /ɔ/ or /o/, which breaks G2P rules copied from Devanagari-based systems
  • Utterance types worth sampling separately: Cholit-bhasha spontaneous conversation, Read prompts covering cluster simplification, Regional dialect sets from North Bengal and Tripura
  • Recording geography in the sample: Kolkata, Siliguri, Durgapur
05

What happens after

Nothing automatic. If the sample works, we scope the full build against the same specification and quote a fixed price. If it does not, tell us what failed — that feedback is more useful to us than a polite no.

Tag every speaker as Indian Bengali and record district of origin; mixing in Bangladeshi speech without tags is a common and costly dataset defect.

Frequently asked

Is the Bengali sample really free?

Yes. There is no charge and no obligation. We cap it at roughly 30 minutes because that is enough to judge quality without becoming an unpaid production run.

Can we use the sample data commercially?

The sample is licensed for evaluation. Full commercial rights and IP transfer come with a paid delivery, including a paid pilot.

How long does it take?

Five to eight working days from an agreed specification, depending on how narrow the speaker cohort is.

Can we specify our own script?

Yes. Send your prompts, wake words or domain vocabulary and we record those instead of our standard set.

Related pages

Request your free Bengali sample

Send the specification you would buy against. Thirty minutes of audio, transcripts and metadata come back within a week.

Request a dataset quote