Generated scene: a spiral flyover interchange seen from high above
[ Industries · Developers and researchers ]

Build on the real world, already collected

Every leap in AI so far has run on data that was already lying around. There is no crawl of the physical world and no shortcut to making one: somebody has to drive the roads, for years, and keep what happened next attached to what was seen. That is what Empiric Earth has, and it is open to build on.

[ Industries · Developers and researchers ]

Build on the real world,
already collected

Every leap in AI so far has run on data that was already lying around. There is no crawl of the physical world and no shortcut to making one: somebody has to drive the roads, for years, and keep what happened next attached to what was seen. That is what Empiric Earth has, and it is open to build on.

A pedestrian crossing a residential road into low evening sun, a scooter approaching from the left and cars waiting on both sides
[ R&D use cases ]

How we help R&D teams innovate

01Training at scale

Training or fine-tuning on real-world driving at scale, rather than on generated approximations of it

02World models

Grounding a world model in physical reality, with outcomes attached rather than inferred

03Behaviour datasets

Building a dataset around one specific behaviour, found by what happens in the footage rather than by whatever anyone labelled it

04Local inference

Running a prediction model locally and building your own layer on top of it

05Evaluation

Evaluating against a published harness with category definitions fixed before the run

06Reproducibility

Publishing work others can actually reproduce, because the data and the benchmark definitions are reachable

07New domains

Taking motion prediction somewhere it has not been applied yet

[ R&D solutions ]

Real-world intelligence
and the models built on it

Corpus

Atlas

Atlas is the corpus itself, searchable by what happens in it, with millions of curated driving videos and targeted collection when the thing you need is not in there yet.

Search the corpus by event
[ Contact ]

How can we help you with your next breakthrough?

Tell us more about what you are building.

[ Enquiry ]

We reply within one business day.