Bulletproof AI perception for safe, scalable autonomy



The Industry is Stuck in the Domain Shift.
Hardware alone cannot solve the autonomy problem. Brute-force data collection is hitting diminishing returns.
~50%
The Domain Shift Danger
When AVs face adverse weather or chaotic traffic, accuracy drops 30–50%. Current models fail in the long tail of edge cases that matter most.
£2M
Astronomical Testing Costs
Physical testing is dangerous, slow, and costs an estimated £1–2M per vehicle annually. Scaling this approach is economically unviable.
An advanced, pre-trained perception platform.
We replace brittle, hand-coded logic with unified transformer architecture across all sensor modalities.
Measurable gains across autonomous perception
Our core IPs working in harmony to deliver safe, scalable, and resilient autonomous perception in the conditions that matter.
See everything, in every condition
Processes raw data like camera and LiDAR feeds instantly to build a reliable picture of the surroundings.
Know exactly where you are — map or no map
Hold a precise pose without depending on pre-built HD maps or fragile GPS.
Ready to accelerate your autonomy?
Let's discuss how Drive Singularity can drop right into your pipeline to eliminate the domain shift.