Overview
News
Technologies
Salaries
Products
People
Growth
Jobs
Financials
Overview
Parallel Systems is a freight rail technology company headquartered in Los Angeles, California, and founded in 2020 by former SpaceX engineers. The company builds autonomous battery electric rail vehicles that carry a single container each and couple into short platoons, aiming to move freight in smaller, more frequent loads than a locomotive hauled train. It has run federally approved test programmes with United States railroads and targets short haul routes currently served by trucks.
News
Driverless freight trains? This L.A. startup is already testing them
Parallel Systems, a Los Angeles-based company that launched in 2020, is developing an autonomous, battery-powered train to move freight.
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Report
Sep 22, 2025 Parallel Systems shifts into second phase of testing on G&W in Georgia Trains.com Read more
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Report
Report
Parallel Systems begins testing autonomous car on G&W short line Jun 05, 2025 Trains.com Read more
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Report
Parallel Systems is building autonomous electric rail for short-distance freight
Parallel's tech is meant to offer companies a more energy efficient and safer solution for short-distance freight deliveries.
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Technologies
Tech DNA
Python
C++
Rust
PyTorch
Ray
Metaflow
AWS
Azure
GCP
AI/ML
Python
C++
MATLAB
CI/CD
AWS
Azure
GCP
Git
Computer Vision
Kubeflow
MLFlow
PyTorch
Ray
Transformers
Amazon SageMaker
Metaflow
CUDA Toolkit
TensorRT
Docker
Kubernetes
RTOS
CUDA
Human-in-the-Loop
Robotics
Rust
GStreamer
ROS2
Sensor Fusion
SLAM
Other
PoC Library
SolidWorks
Confluence
Jira
Stack modernity
71/100
How modern this stack is, based on technology relevance, AI adoption and the share of legacy tools.
In-demand technologies
Python
7 jobs
Required
$250k
+39% vs market
Rust
6 jobs
Required
$212k
-8% vs market
C++
6 jobs
Required
$212k
+6% vs market
CI/CD
4 jobs
Required
$250k
+56% vs market
GCP
3 jobs
Required
$250k
+32% vs market
MLFlow
3 jobs
Required
$250k
+32% vs market
Computer Vision
3 jobs
Optional
$250k
+21% vs market
Azure
3 jobs
Required
$250k
+49% vs market
Salary medians are calculated from this company's open jobs and compared with the market.
Industry adoption
Python
20%
AWS
16%
CI/CD
15%
Kubernetes
14%
Docker
13%
GCP
12%
Share of companies in the same industry that use each technology.
Stack changes
Human-in-the-Loop
Aug 2026
Metaflow
Aug 2026
Amazon SageMaker
Aug 2026
RTOS
Aug 2026
Jira
Aug 2026
Confluence
Aug 2026
CUDA
Aug 2026
MATLAB
Aug 2026
Technologies recently added to or removed from this company's stack - a signal of tech migrations and new initiatives.
NVIDIA
Weekday
Jobgether
Qualcomm
Bosch
Micron Technology
Salary insights
Compensation ranges based on this company's open jobs
Median
$250k
Typical range
$212k – $250k
Open positions
3
3
Jobs
Middle
33.3%
Senior
66.7%
| Level | Jobs | Median | Typical range |
|---|---|---|---|
| Middle | 1 | $212k | $212k |
| Senior | 2 | $250k | $250k |
Highest paying role
Senior ML Ops Engineer (Machine Learning Infrastructure)
$250k
Normalized to USD per year
Growth
Hiring Momentum
58/100
Growing
Open positions
13
0 opened / 0 closed in 30 days
ATS activity
Every ~15 hours
Today
Hiring Dynamics
+100%
Hiring Focus
The percentage next to each role is its share of the company's job openings over the last 90 days; the arrow shows the shift versus the previous period.
Hardware
40% ▲
AI/ML
30% ▲
Product
20% ▼
Backend
10% ▼
Activity Timeline
Added RTOS to stack
Aug 2026
Added Jira to stack
Aug 2026
Added Confluence to stack
Aug 2026
Added CUDA to stack
Aug 2026
Added MATLAB to stack
Aug 2026
Added Kubernetes to stack
Aug 2026
Added Docker to stack
Aug 2026
Added SolidWorks to stack
Aug 2026
Added TensorRT to stack
Aug 2026
Added SLAM to stack
Aug 2026
Added Sensor Fusion to stack
Aug 2026
Added Rust to stack
Aug 2026
Jobs
≈ $93k – $236k per year (Estimated) • In office • Internship • Bachelor's Degree • Los Angeles
C++
Rust
RTOS
Apply
≈ $67k – $190k per year (Estimated) • In office • 4+ years exp • Bachelor's Degree • Los Angeles
C++
Rust
CUDA
CUDA Toolkit
TensorRT
Robotics
GStreamer
ROS2
Sensor Fusion
SLAM
Apply
$212k per year • Remote • Full-Time • 4+ years exp • Bachelor's Degree
C++
Rust
CUDA Toolkit
TensorRT
Robotics
GStreamer
ROS2
Sensor Fusion
SLAM
Apply
≈ $103k – $219k per year (Estimated) • In office • 5+ years exp • Los Angeles
Confluence
Jira
Apply
≈ $118k – $245k per year (Estimated) • Remote/Hybrid • 5+ years exp • Bachelor's Degree • Los Angeles
Python
Computer Vision
Kubeflow
MLFlow
PyTorch
Ray
Transformers
Amazon SageMaker
Metaflow
DevOps
AWS
Azure
CI/CD
GCP
Git
Chips/EDA
PoC Library
Apply
$150k – $250k per year • Remote/Hybrid • 5+ years exp • Bachelor's Degree • Los Angeles
Python
Computer Vision
Kubeflow
MLFlow
PyTorch
Ray
Transformers
Amazon SageMaker
Metaflow
DevOps
AWS
Azure
CI/CD
GCP
Git
Chips/EDA
PoC Library
Apply
$250k per year • Remote/Hybrid • Full-Time • 5+ years exp • Bachelor's Degree • Los Angeles
Python
Computer Vision
Kubeflow
MLFlow
PyTorch
Ray
Transformers
Amazon SageMaker
Metaflow
DevOps
AWS
Azure
CI/CD
GCP
Git
Chips/EDA
PoC Library
Apply
Connectivity Solutions Architect - Cellular / Multi-Carrier Bonding
Verified live · 1 day ago 1 month ago≈ $109k – $233k per year (Estimated) • In office • Los Angeles
Apply
≈ $94k – $227k per year (Estimated) • In office • 3+ years exp • Los Angeles
C++
Python
Rust
Human-in-the-Loop
DevOps
CI/CD
Apply
≈ $60k – $171k per year (Estimated) • In office • Contractor • 3+ years exp • Bachelor's Degree • Los Angeles
C++
Python
Rust
SolidWorks
Apply
≈ $112k – $244k per year (Estimated) • In office • 5+ years exp • Los Angeles
C++
Rust
Docker
Kubernetes
Apply
≈ $92k – $197k per year (Estimated) • In office • 5+ years exp • Los Angeles
MATLAB
Python
SolidWorks
Apply
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