Identify
We map suitable tasks and approved environments within your business, alongside the participation required for a programme.
General Intelligence Data
General Intelligence Data partners with businesses whose people already work in real-world environments to create high-quality training data for robotics and embodied AI.
Your people keep doing real work. We turn approved operations into high-quality AI training data.

The physical-world data network for AI.
Operating businesses × Robotics programmesA merchandiser stocks shelves. A cleaner services a building. A technician inspects equipment. With the right collection programme, that work can become training data for physical AI.
01 — Why now
The next generation of AI systems needs more than internet data.
Robots need to learn how people actually stock shelves, clean buildings, pick and pack products, inspect equipment, maintain facilities and handle objects in complex real-world environments.
Those demonstrations are difficult to manufacture artificially. In the right agreed programme, your business already produces them every day.
02 — The data programme
Built around selected participation and approved environments, so collection is designed around your operating reality.
We map suitable tasks and approved environments within your business, alongside the participation required for a programme.
Participating workers use simple cameras or specialist equipment during agreed activities in approved environments.
Technology and defined collection standards help recordings meet AI and robotics programme requirements.
Approved datasets are supplied into AI training programmes and operating partners participate in the economics.
03 — In practice
Data is collected during agreed existing workflows rather than replacing your core operations.
Workers, locations and tasks are approved before a programme begins.
We work with you on collection specifications, equipment requirements and quality standards.
Operating partners participate in the economics of approved physical-world data programmes.
04 — Founding network
We're selecting an initial group of UK and European operating businesses to help build the physical-world data infrastructure required by robotics and embodied AI.
Become a Founding Data PartnerRetail merchandising
Commercial cleaning
Warehousing & logistics
Facilities management
Field services
Industrial operations
Inspection & maintenance
You don't need an AI team. We work with you to identify suitable approved tasks and environments, design an agreed collection programme and manage the technical requirements.
05 — The bigger idea
AI models learned from the internet because digital information was abundant and accessible. Physical intelligence requires something different: millions of high-quality demonstrations of how work actually happens in the real world.
General Intelligence Data is building the infrastructure that connects those AI systems with the businesses, people and environments capable of producing that experience.
Founding data partners
We are selecting an initial group of operating businesses for our first physical-world data programmes.
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