Data infrastructure for frontier AI

Where human expertise
becomes model intelligence.

FlowData Studio builds training data that frontier AI teams can't source elsewhere — from tacit expert knowledge, to embodied world understanding, to rich multimodal perception.

FlowData Studio — data flow infinity logo
3 core data verticals
Trusted by
Frontier AI labs · Large tech platforms · US & China
Data products

Three verticals. One infrastructure.

Organized by model training objective — the way AI teams actually think about data.

World Model Data

Physical world understanding at scale.

Foundation models need to understand how the world actually works — objects, physics, space, causality. We build multi-view, temporally-grounded datasets for teams training embodied and world-model architectures.

3D spatial & temporal annotation
Physics & causality grounding
Indoor / outdoor / industrial scenes
Robotics & autonomous systems
Best for: embodied AI, sim-to-real, world models
Multimodal Data

Production-grade video & image datasets.

Film and TV professionals building datasets that generic vendors can't replicate. High creative fidelity, flexible capacity, and a workforce that understands what quality actually means for generative and perceptual models.

Film & TV professional talent
Video, image, audio-visual
Style-consistent generation sets
Fast turnaround at volume
Best for: image/video gen, MLLM fine-tuning, perception
Full data lifecycle coverage
01
Source
Expert & professional recruitment
02
Capture
Structured elicitation & collection
03
Translate
AI-readable format conversion
04
Verify
Human QA & consistency checks
05
Deliver
Model-ready, documented output
Why FlowData

The infrastructure between human intelligence and AI capability.

Most data vendors collect. We build the operational layer that translates — turning what domain experts know into what frontier models can actually learn from.

01
Experts, not crowdworkers
We source from practicing professionals with verifiable credentials. The quality ceiling is fundamentally different.
02
Dual US–China market depth
Bay Area operations with deep China-side execution capacity. Unique reach for US-China frontier model teams.
03
Translation, not annotation
Tacit expertise rarely arrives in a usable format. We build the ops systems that turn raw knowledge into model-ready structure.
Clients & partners

From large tech platforms to frontier AI labs, across both markets.

Large Tech Platform
Consumer AI · China

Expert skills & multimodal data at volume across multiple model teams.

Generative Video Lab
Video generation · US

High-fidelity video datasets built with production creative talent.

AI Startup
Foundation models · US–China

Domain expert pipelines for specialized model fine-tuning.

Ready to build?

Tell us your model.
We'll build the data.

From initial scoping to first delivery in weeks, not months.