
By YAS Team
The Accountability Gap: When Autonomous Machines Fail in Public Spaces
Risk intelligence for the machine economy.
Read analysisBeyond machines — we back you up in daily life too. Looking for products like FLY?Explore now
Having the data is easy. Making risk legible and usable is the work.
Who we are
We create value through live machine data and risk intelligence — for robotics, autonomous fleets, and far more.
Solutions
AEGIS · AURA · LIBRA
Applied across EV fleets, robotaxi, patrol robots, drones, humanoids, delivery & logistics, and more.
Browse solutions
Live risk score
84
What moved the score
Scoring Model
Every trip is scored factor by factor, then rolled into one live risk score. When the score changes, YAS shows why — so operators and insurers know what to act on.
Behaviour tracked
Speed, braking, cornering, and where each machine ran — captured on every trip.
Decompose
Those signals break into about 17 risk metrics the model can score, one by one.
Score each metric
Graded against the fleet, in context.
Calibrate
Outcomes retune the weights.
Behaviour reward
Safer operation is rewarded — with dynamic insurance pricing driven by live data and behaviour.
AURA score
Partners
Carriers, fleets, and robotics teams running YAS in production.
Trusted by Zurich Insurance, Axonex, Rice Robotics, JOIE, etiqa, and China Taiping.






Case studies
EV fleets and robotics operators already stream live machine data into YAS. See how each partner puts the score to work.
Kilometres of operating data processed
Trips analysed with full data resolution
Active drivers scored in real time
Get started
We reply within 48 hours. No template integration.
Tell us about your fleet, robots, markets, and data sources. We map the fastest path.
Qualified teams build against reference APIs without touching production.
Scoring validated against outcomes; the licensed insurer retains authority.
Industry notes
Short analysis on how live risk data turns machine risk into something the market can price, across fleets, robotics, healthcare, and supply chains.

Tell us about your fleet, robots, or book. We'll map the fastest path to a live score — with the licensed insurer retaining authority.