// case studies

Case studies

FashionPrimary Source Datasets

Fortune 500 fashion brand builds real-time taste prediction engine.

A Fortune 500 fashion retailer used primary source datasets to infer style preference before a customer had any purchase history.

Health AILongevity Science

Avinasi Labs accelerates longevity research through direct data access.

Avinasi Labs partnered with OpenDataLabs to source longitudinal health data directly from consenting contributors.

Generative AIMusic

Solo AI fine-tunes a generative music model on real listening intent.

Solo AI used real listening behaviour data from consenting contributors to fine-tune its generative music model.

MarketplacesPlatformsHR Tech

Mavu solves the matching problem with better user context.

Mavu integrated UU API to match global workers to AI training tasks using richer behavioural context.

ExperientialBrand ActivationUU API

Thweet creates 1,497 one-of-one guest experiences.

Thweet turned one creative concept into 1,497 personalised experiences during Korea Blockchain Week 2025.

AI Training DataUU API

Frontier AI Lab sources real human conversation data with consent, redaction, and provenance.

A frontier AI lab used UU API to source real human conversational data with documented consent, redaction, and provenance.

Physical AIRobotics Data

Barbarika turns real-world robotics data into a contributor-owned business.

Barbarika collects real-world data for robotics. Last summer it joined Vana's Ecosystem Founders to turn that data into a contributor-owned business.

AI CapabilityWorkforce Training

Eighteen professionals. Three hours. One fictional rent increase.

Most AI training does not survive contact with the job it was meant to change. OpenDataLabs ran a hands-on capability session in Brisbane with the Vana Foundation, built on a different design: peer-led, mixed-level, and not about AI at all.

Agentic CommerceLuxury Yachting

Dubai's premier yacht company prepares itself for a world of agentic commerce.

Bush & Noble, one of the Gulf's premier yacht brokerages, has partnered with OpenDataLabs to make its business agent-ready and context-ready for the next era of commerce.

Data PortabilityGovernment

Singapore's Leaders Asked OpenDataLabs How to Make AI Work

Singapore's leaders asked how to make data portability work in practice. OpenDataLabs builds and operates the products governments and industry run on Vana.