Motional tech stack
Motional builds mostly with Python, C++, SQL, Go. Its stack also includes AWS, Linux, PyTorch, CUDA. Python is named in 74 of the 109 job postings Motional published in the last 12 months (68%). Counted by Alion from the job postings of Motional, updated Nov 10, 2026.
What programming languages does Motional use?
Python is named in 68% of job postings at Motional, followed by C++ (38%), SQL (17%), Go (9%).
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What frameworks and libraries does Motional use?
PyTorch is named in 15% of job postings at Motional, followed by CUDA (10%), React.js (6%), Triton (6%).
PyTorch
16 15%
React.js
7 6%
TensorFlow
5 5%
Ray
5 5%
Vue.js
4 4%
TensorFlow C++
4 4%
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What databases does Motional use?
PostgreSQL is named in 5% of job postings at Motional, followed by Trino (2%), Amazon Redshift (1%), DynamoDB (1%).
PostgreSQL
5 5%
Trino
2 2%
Amazon Redshift
1 1%
DynamoDB
1 1%
MySQL
1 1%
Redis
1 1%
ClickHouse
1 1%
LanceDB
1 1%
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What cloud and platforms does Motional use?
AWS is named in 25% of job postings at Motional, followed by Linux (20%), GCP (10%), GitLab (10%).
AWS
27 25%
GCP
11 10%
GitLab
11 10%
Kubernetes
11 10%
GitLab CI
6 6%
Amazon EKS
5 5%
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What developer tools does Motional use?
Git is named in 10% of job postings at Motional, followed by Model Context Protocol (7%), Terraform (6%), Jenkins (6%).
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What AI and ML technologies does Motional use?
LLM is named in 6% of job postings at Motional.
LLM
7 6%
Which engineering practices does Motional ask for?
Machine Learning is named in 36% of job postings at Motional, followed by CI/CD (34%), Motion Planning (14%), Computer Vision (8%).
CI/CD
37 34%
Computer Vision
9 8%
AI Agents
7 6%
Platform Engineering
5 5%
Incident Management
5 5%
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And 3 more, each named in fewer postings.
What does each Motional team work with?
The technologies each team's postings require most often, with the number of postings that require them.
Backend
20 postingsIndustrial Engineering
13 postingsRobotics
11 postingsAI/ML
10 postingsLeadership
9 postingsHow does your stack fit Motional?
How much does Motional pay by technology?
Median stated pay of the postings that name each technology, against the median of all Motional postings with stated pay: $199k across 82 postings.
| Technology | Postings with pay | Median | vs company median |
|---|---|---|---|
| Python | 53 | $199k | 0% |
| C++ | 28 | $220k | +11% |
| Linux | 20 | $167k | −16% |
| SQL | 15 | $229k | +15% |
| AWS | 14 | $229k | +15% |
| PyTorch | 11 | $198k | 0% |
| CUDA | 9 | $198k | 0% |
| GitLab | 9 | $130k | −35% |
| Looker | 6 | $214k | +8% |
| JavaScript | 5 | $229k | +15% |
How is the Motional stack changing?
Read from the dates of the postings themselves: a technology is new when the first posting that names it appeared in the last six months, rising or falling when its share of postings moved between the last two quarters.
How modern is the Motional stack?
Motional scores 73 out of 100 (Modern). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 1; legacy ones: 0.
How common is the Motional stack in its industry?
Share of the 282 companies in the same industries, whose stack Alion knows, that use each technology.
What sets Motional apart
Companies with a stack like Motional
Questions about the Motional tech stack
What programming languages does Motional use?
The languages named in Motional job postings are Python (68%), C++ (38%), SQL (17%), Go (9%), JavaScript (7%), as a share of the 109 postings of the last 12 months.
Does Motional use PyTorch?
Yes. PyTorch is named in 16 of 109 job postings (15%) and required in 14 of them.
What cloud and platforms does Motional use?
The cloud and platforms named in Motional job postings are AWS (27), Linux (22), GCP (11) (postings in brackets).
What skills do you need for a Backend job at Motional?
Backend postings at Motional most often require Python (15), AWS (7), C++ (7), SQL (5), out of 20 postings in the last 12 months.
Is the Motional tech stack changing?
Yes. TCP/IP, ROS2, eBPF, Trino first appeared in Motional job postings in the last six months.
How modern is the Motional tech stack?
Motional scores 73 out of 100 (Modern). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 1; legacy ones: 0.
How does Alion know the Motional tech stack?
Alion reads every job posting Motional publishes and tags the technologies each one names. The figures on this page count the 109 postings of the last 12 months and were updated on Nov 10, 2026.
Method and citation
Alion reads every job posting the company publishes and tags the technologies each one names. Shares count the postings of the last 12 months, open and closed; the company's own products are counted apart. How we count
Alion, "Motional tech stack: 145 technologies from 109 job postings", as of Nov 10, 2026. https://alion.io/company/motional-com/technologies