Data Infrastructure for Video AI

Contextual
Intelligence

Clairva provides licensed, provenance-proven video datasets that help AI companies pretrain and fine-tune models to accurately represent the people, languages and realities of the Global South.

Enterprise-grade dataset pipelines · Clear rights · Verified sources · Built for model builders.

0
hrs+
Licensed video content
Backed by
NVIDIA Inception Program AWS Startups Block71 Singapore Google for Startups
The Problem

Most AI Models Are
Overtrained on the West.

Billions of people across Africa, South Asia, Southeast Asia and Latin America remain underrepresented in foundation model training data. This leads to cultural blind spots, language bias, and weak real-world performance in emerging markets.

Representation Gap

Limited authentic video data from the Global South. Models inherit Western cultural norms as default.

Rights Risk

Unlicensed scraping creates legal and regulatory exposure. Compliance gaps threaten model deployment.

Context Failure

Models struggle with regional nuance, dialect, emotion, and cultural signals. Performance degrades outside Western contexts.

Clairva fixes the data layer.

What Clairva Delivers

Licensed. Structured.
Regionally Grounded.

01

Provenance-Verified Video Datasets

Curated, rights-cleared libraries from broadcasters, producers and regional creators. Full audit trail from source to model.

02

Pretraining & Fine-Tuning Ready Formats

Structured metadata, contextual tagging, scene segmentation and model-ready pipelines. Plug into your training workflow.

03

Global South Model Enrichment

Culturally aware datasets covering language, environment, emotion and social context across underserved regions.

Designed for foundation model builders, enterprise AI teams, and sovereign AI initiatives.

Product

Three Layers of
Contextual Intelligence.

From raw video to production-ready AI — an integrated stack built for model builders and enterprise teams.

Licensed Video Datasets,
Structured for AI.

Curated, rights-cleared video libraries from broadcasters, OTT platforms, production houses and creators across the Global South. Every frame comes with a full provenance audit trail.

  • Scene-level segmentation with contextual metadata tagging
  • Multi-language captions, emotion, gesture and cultural annotation
  • Full rights chain — consent, license and provenance per asset
  • Pretraining and fine-tuning ready formats (WebDataset, Parquet, HF)
30K+
Hours of licensed video
50+
Languages represented
100%
Rights-cleared content
4
Global South regions

Foundation Models,
Regionally Grounded.

Pre-trained and fine-tuned video models built on Clairva's licensed datasets. Designed for teams that need culturally aware AI without assembling their own training data.

  • Video understanding models trained on diverse, authentic Global South content
  • Fine-tuning APIs for domain-specific adaptation (fashion, retail, media)
  • Contextual enrichment — emotion, dialect, cultural nuance, product recognition
  • Provenance-proven — every model traces back to licensed source material
01
Video Understanding — Scene, object and action recognition tuned for regional context
02
Contextual Enrichment — Cultural signals, emotion detection, multi-lingual captioning
03
Domain Adaptation — Fine-tune on your vertical with Clairva's curated datasets
04
Deploy — API-first delivery with audit trail and usage reporting

Enterprise Workflows,
End to End.

Turnkey integration for teams that need video AI in production. From dataset curation to model deployment — a managed pipeline that plugs into your existing infrastructure.

  • Custom dataset curation aligned to your use case and compliance requirements
  • Managed training pipelines — data versioning, experiment tracking, model registry
  • API and bulk delivery with SLA-backed uptime and throughput guarantees
  • Governance dashboard — rights tracking, usage analytics, compliance reporting
01
Scope — Define your data needs, verticals, regions and compliance requirements
02
Curate — Clairva assembles a bespoke, rights-cleared dataset matched to your specs
03
Integrate — Connect via API or push to your cloud storage. Plug into existing MLOps
04
Monitor — Track usage, rights expiry, model performance and data lineage
0
Hours of licensed content
0
Regions covered
0
Languages represented
0
Rights-cleared content
Coverage

Grounded in the
Global South.

Content sourced from regions that matter most for the next generation of AI models.

South Asia

India, Sri Lanka, Bangladesh, Pakistan

Southeast Asia

Indonesia, Philippines, Vietnam, Thailand

Middle East & Africa

MENA region, Sub-Saharan Africa

Latin America

Brazil, Mexico, Colombia, Argentina

FAQ

Frequently Asked
Questions.

What is Clairva?+

Clairva is a data infrastructure company that provides licensed, provenance-proven video datasets for AI training. It helps AI companies pretrain and fine-tune models to accurately represent the people, languages, and realities of the Global South.

What datasets does Clairva provide?+

Clairva provides over 30,000 hours of licensed video content covering 50+ languages across South Asia, Southeast Asia, Middle East, Africa, and Latin America. All content is rights-cleared with full provenance audit trails, available in pretraining and fine-tuning ready formats.

How is Clairva's data licensed?+

100% of Clairva's video content is rights-cleared. Every asset comes with a full provenance audit trail including consent, license, and attribution from source to model. Content is sourced from broadcasters, OTT platforms, production houses, and creators.

What regions does Clairva cover?+

Clairva covers four major Global South regions: South Asia (India, Sri Lanka, Bangladesh, Pakistan), Southeast Asia (Indonesia, Philippines, Vietnam, Thailand), Middle East and Africa (MENA region, Sub-Saharan Africa), and Latin America (Brazil, Mexico, Colombia, Argentina).

Who is Clairva built for?+

Clairva is designed for foundation model builders, enterprise AI teams, and sovereign AI initiatives that need culturally diverse, licensed video data for pretraining, fine-tuning, and model evaluation.

Get Started

Ready to Build with
Better Data?

Tell us about your use case. We'll share sample datasets and pricing.

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