Consent-verified. Provenance-guaranteed. From populations almost entirely absent from existing training data. India's 1.4 billion people — ready to be part of your models.
Pre-training and fine-tuning data for LLMs, multimodal models, and speech systems. India's diversity fills the gaps in your training corpus.
Egocentric video of workers in construction, manufacturing, logistics, and agriculture. The physical-world data embodied AI needs and can't find elsewhere.
Gulf sovereign AI initiatives (G42, MGX, SDAIA) building national-language capabilities. cllctd's Dubai HQ provides clean IP access.
Datasets below are verified, annotated, and available for immediate licensing. Commission a custom dataset if you don't see what you need.
First-person footage across 14 sites. Action labelled, tool-tagged, clipped to 30-second segments.
Natural conversation across Bihari, Braj, Awadhi, Rajasthani, Marwari, and Standard Hindi.
Egocentric footage of warehouse pick-and-pack, forklift ops, inventory scanning. Non-exclusive.
Spontaneous speech across Chennai, Madurai, Coimbatore, Salem, Trichy, and more. Age/gender balanced.
POV footage of sowing, irrigation, harvesting, and machine maintenance cycles.
Real-world code-switching between Hindi/English and Tamil/English across social media and customer service.
We commission custom datasets to spec. Tell us exactly what you need — language, format, geography, volume, annotation requirements — and we source it through our vendor network.
Commission a Custom Dataset →Email our buyer team or click "Request" on any dataset. Tell us your use case, volume needs, and format requirements.
We provide a representative sample under NDA. You evaluate fit before committing to any deal. No cost, no obligation.
Our legal team drafts a dataset licence via ADGM/DIFC. Covers usage rights, exclusivity terms, sublicensing, and audit rights.
Dataset delivered via secure transfer in your preferred format. Full documentation, consent records, and metadata included.
Talk to our buyer team. We'll match you with available datasets or commission exactly what you need.
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