Vueron X Prospector™

Self-Evolving Autonomous-Driving Perception

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X Prospector™ Overview

A perception engine that gets smarter every mile.

What is X Prospector™

Conventional autonomous-driving perception is frozen the moment it ships. Every new city, weather condition, or unfamiliar object means another cycle of data collection, manual labeling, and re-tuning.

X Prospector™ closes that loop on its own. The vehicle collects data as it drives, auto-labels the frames that matter on the edge, and uploads them over Wi-Fi. X Factory™ retrains on what comes in, and the improved model redeploys itself to the fleet — where it starts collecting again. Accuracy compounds with every mile, in the field, without operators.

Why it matters

Road crashes kill about 1.19 million people a year, and autonomous fleets on public roads have already reported 800+ on-road collisions — clustered in exactly the edge cases a frozen model handles worst.

Process

One closed loop, from road to redeploy

Multi-sensor real-road

LiDAR, camera, and radar collect synchronized real-world data while driving. Sensor-agnostic perception runs at the edge with ~100 ms real-time inference.

Automatic Connectivity trigger

The moment the vehicle enters Wi-Fi coverage, high-value frames upload on their own. No operator action, no manual export.

X Factory™ auto-labeling & retraining

Built on X Factory performs 3D auto-labeling, scenario mining, and automatic retraining — no manual annotation in the loop.

Over the air self redeploy

The improved perception and driving models are pushed straight back to the vehicle, closing the loop for continuous fleet improvement.

X Prospector Console

See the entire loop in one place: a point-cloud perception viewer, a route and data-collection map, and a live performance-trend chart.

Sensor-agnostic, software-only

One perception core runs across any hardware platform — swap sensors or hardware without rebuilding perception.

Shape the Future with
X Prospector™

Arriving at CES 2027. Stay ahead with the latest launch insights, or apply for an exclusive pilot (PoC) to power your AV, robotaxi, or ADAS initiatives.

Why X Prospector™

Beyond frozen perception: software that improves as it operates.

Conventional AD Perception Software

Frozen at deployment — performance is fixed

Every new city, weather, or vehicle is a fresh project

Relies on manual data collection and labeling

Blind spots accumulate in the field

Data engine locked inside each OEM

Cost and lead time repeat with every expansion

X Prospector™

Self-evolving — improves as it drives

New conditions learned automatically over Wi-Fi

Unmanned 3D auto-labeling

Blind spots shrink as mileage accumulates

Packaged data engine any operator can adopt

One perception core scales across regions and vehicles

Be first in line for

X Prospector™

Launching at CES 2027. Register to get launch updates, or request an early pilot (PoC) for your AV, robotaxi, or ADAS program — we’ll be in touch.