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Frequently Asked Questions
What is Clairva?
Clairva stands for structured, licensed, and culturally grounded AI. We’re building Asia’s trusted video dataset layer for training next-gen video models. We believe AI should be trained on content that’s created with consent, rich in cultural context, and ethically sourced, not scraped from the internet. Our mission is to make sure future AI reflects the full diversity of the world, starting with better, fairer data.
AI models are only as good as the data they train on. Clairva ensures datasets are not just voluminous but accurate, contextual, and human-authored, helping avoid model collapse from recursive synthetic data. Clairva datasets are sourced from Asia to remove western bais in current models and rooted cultural enrichment.
Because creators deserve to be paid. Because AI trained on stolen data erases culture and invites regulation. Clairva is aligned with global standards, including the EU AI Act and IMDA Singapore.
Clairva is designed in accordance with global frameworks like the EU AI Act, Singapore’s Model AI Governance Framework, and emerging data laws in Asia. Our licensing engine ensures traceability, consent, and monetization for creators.
To power video generation that looks, feels, and sells like Asia, across every language, ritual, outfit, and celebration.
For Creators: Uploading & Earning
Creators can join Clairva via our Early Access Program. Once approved, they can upload videos through our creator dashboard, fill out structured metadata, and participate in annotation revenue sharing.
Product demos, beauty tutorials, fashion try-ons, gesture-rich explainer videos, and any domain-specific content with human-object interaction. Content must be original and rights-cleared.
Creators earn based on dataset licensing usage by enterprise customers. Every use is tracked via DRM, and royalties are transparently distributed.
You get paid every time your content is used in an AI training dataset. You also get access to our tools, insights on content performance, and priority for future brand and platform collaborations
We provide licensing, tagging, protection (DRM), and distribution. Your video is enriched with metadata and emotion/context tags, made discoverable to AI labs and brands and you earn revenue every time it’s used.
This is a chance to be part of building the future of AI in Asia with fairness and attribution. Your content doesn’t sit idle. It earns, gets credited, and becomes part of training ethical, culturally aware models.
Videos showing real people, rituals, fashion, emotions, beauty routines, movement, and culturally-specific moments, especially from the Middle East, India and Southeast Asia. Think saree draping, mehendi, halal beauty, etc.
Yes. All videos are submitted by creators or rights-holders, with usage governed by DRM-backed smart contracts. Licensing metadata and creator attribution are built in.
No. You grant us licensing rights for specific AI training uses. You stay the owner, and your video can be taken down on request.
Every time your content is used in a dataset that gets sold or licensed to an AI company or brand, you earn a share. It’s tracked and transparent. We aim for a fair share going back to creators.
Technology and Infrastructure
Clairva' technology is a four-part engine:
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Creator Upload + KYC
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Enrichment Engine : adds metadata, emotion graphs, context tags
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Publishing Layer : licenses data for AI use
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API Distribution : provides model-ready tokens and usage logs
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Yes. You can subscribe to datasets, set filters (e.g. “women walking in sarees, overcast light”), and get model-grade clips and metadata for training or generation.
Clairva uses a hybrid human-AI pipeline with models like YOLOv7, Segment Anything, Whisper, OpenPose, and BERT, supported by AWS infrastructure and blockchain licensing. Each dataset is version-controlled, annotated, and delivered via API.
Datasets include bounding boxes, action labels, scene graphs, product attributes, text-video alignment, and temporal segmentation for realistic video generation and multimodal model training.
Yes, Clairva is training vertical-specific models for Asia-based video use cases, starting with fashion and beauty. But we are model agnostic in distribution.
For AI Labs, Model Builders & Research Teams
Clairva addresses the lack of high-quality, annotated, and rights-cleared video data. Our datasets reduce training time, improve model realism, and avoid synthetic feedback loops or copyright risks. Each dataset is sourced from Asia and enriched with cultural and regional nuances which most Large Video Generation Model (LVGM) lack.
We provide structured, licensed video datasets: culturally rich, emotionally tagged, and ready to plug into model training pipelines. This means better alignment, fewer hallucinations, and regionally grounded outputs.
Because 90% of scraped data is legally risky and lacks depth. There’s little metadata, no emotional tagging, and almost no representation from Asia. For example, <0.5% of scraped videos show saree draping or a young Indonesian woman wearing an abaya.
You receive video files along with JSON-based annotations including bounding boxes, transcripts, motion vectors, and semantic metadata, accessible via API or downloadable batches.
Yes. Clairva supports both. We offer vertical-specific datasets ideal for fine-tuning video generation or vision-language models in commerce, beauty, robotics, and more.
Each dataset from Clairva is sourced from Asia (Middle East, India and South East Asia) provenance-safe, fully licensed, and enriched with temporal, cultural, and emotional context. We provide not just raw video, but structured training tokens and model-ready data.
Yes. We support both, our enrichment engine lets you query data by prompt, emotion, clothing, movement, age, lighting, and more.
Both. We combine machine models with a human-in-the-loop to ensure annotation quality across cultures and languages. Our annotation engine builds spatial, temporal, emotional, and semantic graphs for every video.
For Brands, Retailers & Creative Agencies
Brands can license video datasets to train custom AI models for new collection, product explainers, and campaigns with brand guidelines. Clairva also supports AI-driven video generation using brand-safe, annotated content. Brands can contextualise global campaigns into Asia-region specific commercials which can emulate cultural nuances.
Clairva-trained models preserve cultural nuance, brand guidelines, and realistic product interactions, something generic models often fail at due to Western-centric, scraped training data.
Clairva lets you skip the expensive shoots. You can generate campaign-ready fashion and beauty videos trained on real, local data and avoid generic, Western-biased outputs.
Faster video generation, campaign personalization, model fine-tuning for visual search, try-ons, ad targeting, or multilingual video generation.
Fashion retailers, beauty brands, and agencies in India, Southeast Asia, and the Middle East including some of the largest brands.
Yes. We can generate or supply model training data for your exact needs : “bridalwear in Chennai market” or “halal skincare unboxing in Malaysia.” All data is filtered for licensing and context.
Clairva Philosophy
Clairva stands for structured, licensed, and culturally grounded AI. We’re building Asia’s trusted video dataset layer for training next-gen video models. We believe AI should be trained on content that’s created with consent, rich in cultural context, and ethically sourced, not scraped from the internet. Our mission is to make sure future AI reflects the full diversity of the world, starting with better, fairer data.
AI models are only as good as the data they train on. Clairva ensures datasets are not just voluminous but accurate, contextual, and human-authored, helping avoid model collapse from recursive synthetic data. Clairva datasets are sourced from Asia to remove western bais in current models and rooted cultural enrichment.
Because creators deserve to be paid. Because AI trained on stolen data erases culture and invites regulation. Clairva is aligned with global standards, including the EU AI Act and IMDA Singapore.
Clairva is designed in accordance with global frameworks like the EU AI Act, Singapore’s Model AI Governance Framework, and emerging data laws in Asia. Our licensing engine ensures traceability, consent, and monetization for creators.
To power video generation that looks, feels, and sells like Asia, across every language, ritual, outfit, and celebration.
