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Guide

Language Coverage & Low-Resource Capability reference

A reference on Cognegica's language coverage — a registry of 392 enumerated languages within a 400-language footprint, with depth in low-resource Indian and underrepresented languages, and how to scope coverage for a project.

Illustration representing multilingual Indic language coverage

This reference describes Cognegica's language coverage and how to scope it for a project. Coverage is grounded in a language registry of 392 enumerated languages within a 400-language footprint, with particular depth in low-resource Indian and other underrepresented languages.

Where the depth is

Beyond widely-served languages, the registry reaches low-resource Indian languages such as Bodo, Santali, Maithili and Tulu — languages with little or no usable open corpus.

Speech reach for generative AI

For generative-AI speech and ambient-audio programs, collection reach extends across 1,000+ locales, with diarization, labeling, transcription and QA.

How coverage is scoped

Coverage for a given project is scoped against the languages, dialects and modalities you need. Where a language has no usable corpus, we collect it native-speaker-first with consent and provenance.

About coverage

Questions about language coverage

How many languages do you cover?

The registry holds around 392 languages, with depth in low-resource Indian and underrepresented languages. The headline footprint communicated across the site is 400.

What if my language isn't covered yet?

We can commission a new collection. For low-resource languages with no usable corpus, building it native-speaker-first is the only honest path.

What's the speech reach for generative AI?

Large-scale speech and ambient-audio collection extends across 1,000+ locales, with diarization, labeling, transcription and QA.

Need data like this?

License a proprietary dataset, or commission a collection in the languages you need.