Behavioural Data for Frontier AI

Training signal from the
physical world.

The frontier has moved. AI must now operate in the world, not describe it. Clairva turns behavioural video into structured training signal for world models, embodied agents, robotics and multimodal reasoning.

Not raw footage. Not scraped data. Live in production today.

Backed by
NVIDIA Inception Program AWS Startups Block71 Singapore Google for Startups

Supported by global AI and startup ecosystems as we build real-world data infrastructure for the next generation of AI.

The Shift

Tomorrow's models need data
that doesn't exist yet.

Every model shipping today is already a snapshot of the past. The frontier is moving toward systems that understand the physical world: how people move, handle objects, speak and interact in real environments. That can only be learned from grounded, frame-level behavioural video, not text scraped off the web. Optimising for today's benchmarks is a dead end. The advantage belongs to whoever supplies the signal the next generation of models will need.

Built for the Next Model

Solving for today's benchmarks is a dead business. Models are evolving toward spatial, physical and behavioural understanding. That is the signal we structure for.

Behaviour, Frame by Frame

Objects, hands, depth, scene, speech and behaviour, annotated at frame-level fidelity. The structured signal models learn from, not raw footage.

Deep in Southeast Asia

Native coverage of the languages, environments and everyday behaviour of Southeast Asia and the wider Global South, where the next billion users live and where today's data barely reaches.

Clairva builds the data layer for the model that comes next.

What Clairva Delivers

We do not sell data.
We sell what data becomes.

Raw video is media. Clairva turns it into training signal: every clip processed and annotated across visual, human, audio and behavioural layers at frame-level fidelity. The output is not a clip library. It is model-ready behavioural intelligence the next generation of models can actually learn from.

01

Licensed Behavioural Data

Rights-aware video and first-person capture, licensed at the source and turned into structured training signal for world models and embodied AI.

02

Contextual Annotation Stack

Objects, hands, depth, scene, speech, motion, intent and cultural context, annotated frame by frame.

03

Model-Ready Delivery

Structured outputs delivered through secure pipelines and APIs for training, fine-tuning and evaluation.

Designed for AI labs, data infrastructure companies, robotics teams and enterprise model builders.

Product

Three Layers of
Contextual Intelligence.

From real-world video to model-ready behavioural signal.

Real-world video,
licensed at the source.

We source rights-aware video from professional libraries, first-person capture and consented cohorts across the Global South. The footage is raw material. What we sell is the signal we pull out of it.

  • Rights, consent and provenance on every asset
  • Professional libraries, first-person capture and consented cohorts
  • Real environments, not staged studio sets
  • Continuous supply, not one-off scrapes
  • Sourced where today's datasets barely reach
50+
Languages represented
100%
Rights-aware workflows
4
Global South regions

Footage in.
Signal out.

Every clip runs through Clairva's annotation pipeline and comes out as structured, model-ready signal at frame-level fidelity. Not raw footage. Not tags on a clip.

The Training Surface

For world models, lived context is not metadata. It is the training surface.

Infrastructure,
not marketplace.

Clairva is designed for enterprise AI workflows where provenance, control and delivery matter. Raw video can remain governed. Rights can be tracked. Usage can be bounded. Derived intelligence can be delivered securely.

  • Provenance-aware data workflows
  • Secure API-based delivery
  • Usage-bound dataset creation
  • No raw resale · No generative likeness outputs
  • Training, fine-tuning and evaluation use cases
The model receives utility
The owner retains control
The buyer receives structured intelligence, not a pile of files
What we deliver

Behavioural signal, model-ready.

50+
Languages
4
Global South regions
100%
Rights-aware capture
API
Delivery, ready today

Each datapoint is captured under user consent, behaviourally annotated by an in-house team, and delivered as structured signal, not raw video.

Coverage

The Global South is not a geography.
It is the missing training surface of AI.

Most future AI users will live in markets that remain underrepresented in today's training data. Dense streets. Informal markets. Multilingual homes. Crowded retail. Domestic routines. Regional gestures. First-person movement. If models fail here, they do not scale globally. They only scale cosmetically.

South Asia

India, Sri Lanka, Bangladesh, Pakistan

Southeast Asia

Indonesia, Philippines, Vietnam, Thailand, Singapore

Middle East & Africa

MENA region, Sub-Saharan Africa

Latin America

Brazil, Mexico, Colombia, Argentina

Built where the next billion AI interactions will happen.

FAQ

Frequently Asked
Questions.

What is Clairva?+

Clairva is the contextual intelligence layer for video AI. We convert real-world video into structured behavioural signal for world models, embodied AI and multimodal systems.

Is Clairva a data collection company?+

No. Capture is only one input. Clairva's core product is the intelligence layer: annotation, structuring, provenance, behavioural enrichment and model-ready delivery.

What does Clairva mean by “behavioural signal”?+

Behavioural signal is the structured information inside video that models can learn from: movement, gesture, speech, intent, task sequence, interaction, environment and cultural context.

What datasets does Clairva provide?+

Clairva works across cinematic video, egocentric first-person capture and cohort-generated real-world data. These are transformed into structured datasets for training, fine-tuning and evaluation.

Who is Clairva built for?+

AI labs, data infrastructure companies, robotics teams, multimodal model builders, enterprise AI teams and organisations building world models or embodied AI systems.

Why does the Global South matter?+

Because most of the world lives there, and much of AI's training base does not adequately represent its environments, languages, behaviours and cultural contexts.

How is Clairva's data licensed?+

Clairva is built around rights-aware supply, consent frameworks, provenance trails, usage boundaries and secure delivery. We are designed for AI buyers who need data that can survive legal, technical and commercial diligence.

How does Clairva deliver data?+

Through structured formats, secure pipelines and APIs for training, fine-tuning and evaluation workflows.

Get in touch

Tell us what your model
fails to understand.

Movement Gesture Speech Task sequence Retail interaction Domestic routines Object handling Urban density First-person action Regional context

Clairva will scope the intelligence layer.

Talk to Clairva

Or write to hello@clairva.ai