The data doesn't exist at scale. So we generate it.
Human decision-making is still the best way robots adapt to unpredictable environments — but no scaled dataset exists. Mile creates one, on demand, in your domain.
We turn human decisions into scalable training data. Immersive simulations capture every action, hesitation, and recovery to fuel robot learning pipelines.
As robot fleets scale into unpredictable environments, relying on slow, expensive
physical pilots
creates a massive bottleneck. Developers can't prove readiness,
operators can't
de-risk decisions, and
wrong choices are discovered too late.
By transforming real deployment environments into immersive, gamified simulations, we capture human decision-making and use it to both train robots and evaluate their readiness.
Game-like environments on desktop, VR, and mobile. Domain-specific scenarios across critical industries such as clean energy, construction, and space — built to feel like the real thing.
Every action, hesitation, correction, and recovery is logged. The pause before a risky decision is signal, not noise — and we treat it that way.
Data that plugs straight into modern policy learning stacks. Improve sample efficiency on the hard, long-tail moments physical pilots can't reach.
A scientifically grounded readiness score — peer-reviewed methodology, reproducible runs — so teams can prove a robot is ready before it ever leaves the lab.
We recreate your site as an interactive digital twin.
Humans and autonomous robots run gamified missions through unpredictable events.
Decisions, recoveries, and edge cases become structured data.
Feed the pipeline. Score readiness. Repeat.
Human decision-making is still the best way robots adapt to unpredictable environments — but no scaled dataset exists. Mile creates one, on demand, in your domain.
Physical AI training is slow and expensive by design. Immersive simulation reaches the edge cases a physical pilot never safely could — at a fraction of the time and cost.
Our team has delivered first-of-their-kind robotics deployments in highly regulated, safety-critical industries. We built Mile because we know exactly how painful the current way is.
Grounded in peer-reviewed academic research → See a list of our published works
Milestones, research, and thought pieces from the team.
Why messy, changing environments break autonomy — and why the fix is human, not just mechanical.
What game telemetry teaches us about judgement, hesitation, and decision-making under pressure.
Decades of tacit knowledge retire every year. Here's how to turn it into data before it's gone.
How our API integrates directly with modern LLM-based policy models for instant physical validation.
Tell us about your robots and where they need to work. We read every message.