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Comparison

Sama vs Cogito Tech: which fits Indian language data?

A straight comparison of Sama and Cogito Tech for Indian-language AI data work, written from a procurement point of view rather than a marketing one.

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Data visualisation of studio and field recording coverage across India — Sama vs Cogito Tech: which fits Indian language data?
Sama
Buyers whose primary criterion is auditable ethical labour practice.
Cogito Tech
Labelling an existing audio archive.
Shared gap
Depth in Indian dialects and studio recruitment
Decision driver
Scale versus per-language depth
01

Side by side

SamaCogito Tech
PositioningImpact-sourcing annotation provider with East African and South Asian delivery.India-based annotation services company across vision, text and audio.
Main strengthStrong ethical-sourcing story and stable annotation teams.Cost-effective annotation capacity at scale.
Gap for Indian dataFocus is annotation of existing data rather than original speech collection in India.Primarily labels supplied data; original multi-city speaker recruitment is a smaller part of the offer.
Best fitBuyers whose primary criterion is auditable ethical labour practice.Labelling an existing audio archive.
Each step exists to de-risk the next oneSame spec to allIdentical briefCompare samplesFiles, not decksAward on evidencePrice + scheduleNo step is a prerequisite. Teams that already know the spec go straight to production.
02

When Sama is the right call

Impact-sourcing annotation provider with East African and South Asian delivery.

Choose them when buyers whose primary criterion is auditable ethical labour practice. describes your programme more accurately than deep per-language work in India does.

Audio QC engineer inspecting waveforms and spectrograms — supporting sama vs cogito tech: which fits indian language data?
Audio QC engineer inspecting waveforms and spectrograms
03

When Cogito Tech is the right call

India-based annotation services company across vision, text and audio.

Choose them when labelling an existing audio archive. is the dominant requirement.

04

Where both tend to struggle in India

  • Dialect quotas: an Indian language is not one cohort, and a general contributor pool will silently fill quotas with the easiest urban speakers
  • Native review: transcription QA needs reviewers who speak the variety, not a generic language reviewer
  • Studio access outside metros: rural and small-town speakers rarely come to a metro studio
  • Consent under Indian law: DPDP-aligned consent records are a specific artefact, not a generic form
  • Account layers: a single-language corpus can wait behind a global account structure
05

Where we fit

We are not a global platform and do not pretend to be. We run Indian-language collection through a nationwide partner studio network with native reviewers per language, designed cohorts and consent records built for Indian law.

If your programme spans twenty countries, one of the vendors above is a better answer. If the hard part is Indian dialects, speaker recruitment and transcription that survives code-mixing, that is the only thing we do.

Frequently asked

Is Sama or Cogito Tech better for Indian speech data?

Sama suits buyers whose primary criterion is auditable ethical labour practice.; Cogito Tech suits labelling an existing audio archive.. For depth in a specific Indian language, both are usually routed through general capacity rather than dedicated Indian recruitment.

Can we use more than one vendor?

Commonly, yes. Global vendors carry breadth across markets while a specialist carries the Indian-language corpora. Keep the specification and QA standard identical across both.

How do we compare quotes fairly?

Fix the specification first — cohort design, condition mix, annotation depth, acceptance thresholds — then send the same document to everyone. Quotes that assume different specs are not comparable.

What should we ask for before deciding?

A free sample recorded to your spec, the QA report format, the consent artefact, and who exactly does native review for your language.

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Send the same specification you sent everyone else. You get a fixed price, a schedule and a free sample to compare on.

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