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11▲ Physical AI data and simulation infrastructure

Kaiwang Data 恺望数据

First embodied-AI data production and trading platform — ≈500,000 hours of data assets

Turns traditional data services into a real-world data production network, a training-ready data-asset factory and a data marketplace: nearly 500,000 hours of tradeable data, a collection network across 40+ cities and 24,000 signed collectors, 80 percent repeat purchasing.

Kaiwang Data — Kanvery brand image on a road scene

Kaiwang Data organises homes, commercial venues and industrial sites across China into scaled data-production capacity, processes what is collected into assets that a model can train on directly, and sells each asset to multiple customers so that one collection earns several times. Its human-centric approach — proprietary egocentric devices, UMI grippers and gloves capturing real people doing real tasks — cuts dependence on expensive robot bodies and brings UMI data cost to one half or one third of real-robot collection.

01Products and solutions

Training-ready embodied datasets

Nearly 500,000 hours of real-world task data across household, commercial and industrial scenarios, delivered in model-ready form.

Custom data collection

A distributed network of 24,000+ signed collectors across 40+ cities, using proprietary egocentric devices, UMI grippers and data gloves — including exclusive access to a BAIC final-assembly plant covering 6 production lines and 500+ standardised workstations, Chinese restaurant kitchens and homes.

Automated data processing pipeline

AI-assisted processing that raises efficiency 3–5 times and cuts R&D cost by 60 percent or more, outputting training-ready data.

Data trading platform

A marketplace where data assets are licensed to multiple customers, each asset reused 3–4 times on average.

02Key strengths

  • First-mover real-world data assets: nearly 500,000 hours in stock, a nationwide distributed scenario network and a 3–4× reuse rate per asset.
  • Industrial pipeline for embodied data: scaled collection, automated processing, platform trading — human-centric collection at one half to one third of real-robot cost.
  • Large-customer repurchase above 80 percent, 15+ million-renminbi key accounts and coverage of more than 80 percent of the industry chain.
  • Strategic investment from the demand side: Luming Robotics, Songyan Dynamics, Spirit AI (Zibianliang) and AgiBot-affiliated Mifeng Technology are shareholders, binding validation to real demand.
  • Supply-chain risk is manageable: data services are a 'continuous blue ocean'. Kaiwang has been rooted in real-world scenarios since day one, and by bringing in multiple embodied-AI companies (Songyan Dynamics, Spirit AI, etc.) as strategic shareholders, it has diversified its customer base and actually reduced concentration risk.
  • New data-service model: Kaiwang covers the full pipeline from pre-training to post-training, integrates multimodal heterogeneous data, and applies a 'data carpooling' approach — extracting common data for reuse and only customising the differential parts — delivering customised results at group-buying costs.
  • Data export already operational: overseas revenue started this year from US customers, with data services supporting the embodied-AI brain training of OpenAI and Mega.

03Customers and partners

BAIC (final-assembly plant)Luming RoboticsSongyan DynamicsSpirit AIMifeng Technology (AgiBot)