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General datasets

Multilingual AI Training Datasets — Indic & Low-Resource

The languages most of the world speaks are missing from scraped corpora. Our general-domain datasets are proprietary and rights-cleared: conversational speech, code-switched text and instruction data across Indic and low-resource languages — the messy, real data production models actually face.

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Rights-cleared, multilingual dataset catalog for Multilingual AI Training Datasets — Indic & Low-Resource
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General datasets in the catalog

Showing 17 of 41 datasets.

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Services & industry for General

When the data you need doesn't exist yet, we build it — collection, annotation, alignment and evaluation, all rights-cleared and documented.

Multilingual Data Collection

Native-speaker audio, video, image and text collection across Indic, African and low-resource languages — field-grade, consented, documented.

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Data Annotation

Speech, NLP, CV and multimodal annotation at IAA ≥ 0.85 with two-pass QA — built for foundation-model SLAs.

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SFT Gold-Standard Data

High-quality prompt/response curation for supervised fine-tuning — vetted by linguistic SMEs, not crowd-sourced noise.

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Enterprise GenAI industry

Multi-modal data programs for enterprise GenAI deployments.

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India data residency & sovereign delivery · Engagement models & pricing
FAQ

Common questions

What makes these datasets different from scraped corpora?

They are authored or collected from consenting native speakers under agreements granting commercial reuse, with documented provenance and published quality metrics — data you can legally train on.

Can you build a custom dataset in a language not listed?

Yes. When the data you need doesn't exist, we collect it to spec across 400 languages.

Need General data your model can train on?

License what's in the catalog, or tell us exactly what you need — we build proprietary, rights-cleared datasets to spec, with India data residency.

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