About us
Who we are, what we believe, and why we built a multilingual AI data company.
Who we are
Nearly a decade of multilingual data work, now building the datasets AI is missing
We started as a multilingual data services team — collecting and annotating speech, text and document data across India's languages for buyers who needed quality the global vendors could not deliver. Nearly a decade of that work taught us where the world's AI is blind: the low-resource languages spoken by hundreds of millions of people but represented in almost no training data.
So we changed what we build. Today we own and license proprietary, rights-cleared multilingual datasets in 400 languages, and we run the collection and annotation services that create them. The heritage didn't go away — it became the network and the quality bar behind every dataset we sell.
At a glance
The reach behind the data
- languages in active collection scope
- 400
- multilingual data heritage
- ~10 yrs
- rights-cleared & consented
- 100%
- data-residency option
- India
languages in active collection scope
Indic, African and other low-resource languages
multilingual data heritage
Now reinvested into proprietary datasets
rights-cleared & consented
Documented provenance on every program
data-residency option
Sovereign delivery for regulated buyers
Our mission
Make sure the next era of AI speaks every language — fairly
Most of humanity speaks a language that today's models barely understand. We exist to close that gap with data that is built the right way: collected from real speakers who consented and were paid fairly, documented end-to-end, and licensed cleanly so the labs that train on it are never exposed on rights or provenance.
Low-resource language inclusion is not a side project for us — it is the whole point. Every dataset we add to the catalog extends what AI can do for a community that was previously invisible to it.
What we do
Datasets you can license — and the services that build them
Buy data off the shelf, commission a corpus that doesn't exist yet, or have us label data you already hold. Physical AI is one of these services, delivered exactly like the rest — not a research program.
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Proprietary datasets
License rights-cleared multilingual datasets from the catalog, each with a full data card.
Browse the catalog -
Data collection
We build bespoke corpora to spec across speech, text, image and document modalities.
Data collection -
Data annotation
LLM-grade labelling, RLHF and evaluation on data you already have, at a measured quality bar.
Annotation service -
Physical AI data — as a service
Multimodal sensor, teleop and environment data collection and annotation for robotics and embodied AI, delivered as a standard data service.
Physical AI collection
Why teams choose us
What sets the foundry apart
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Reach no one else has
A vetted vendor and linguist network into languages and regions global vendors cannot staff.
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Documented quality
Inter-annotator agreement, audit cadence and provenance records on every dataset and engagement.
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Sovereign & rights-cleared
India data-residency on request, with consented sourcing and clean licensing for procurement.
Sovereign data
What we value
The principles behind every program
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Fair pay, real consent
Contributors are paid fairly and consent is explicit and recorded — never assumed.
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Quality you can audit
We publish our methodology and metrics rather than asking you to take quality on faith.
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Sovereignty by default
Your data, your residency, your rights — we design for procurement and compliance from day one.
About the foundry
Questions buyers ask about us
- Are you a research lab or a data vendor?
We own and license proprietary multilingual datasets and run the collection and annotation services that build them. Everything — including Physical AI data — is delivered as a commercial data service, not as research.
- Is your data rights-cleared and consented?
Yes. Every program is built on explicit, recorded consent and fair pay, with documented provenance and clean licensing so your procurement and legal teams have what they need.
- Can data stay resident in India?
Yes. We offer an India data-residency / sovereign delivery option for regulated and government buyers. See Sovereign data for details.
- Which languages can you reach?
We work across 400 languages, with particular depth in low-resource Indic and African languages that global vendors cannot staff. Browse the catalog or request a custom collection.
Build AI that speaks every language
License a dataset, commission a collection, or scope an annotation program with a senior team.