Systems Limited tech stack

Systems Limited builds mostly with Python, C#, JavaScript, SQL. Its stack also includes Azure, GCP, PyTorch, Scikit-learn. Python is named in 4 of the 4 job postings Systems Limited published in the last 12 months (100%). Counted by Alion from the job postings of Systems Limited, updated Oct 21, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 21, 2026
Technologies in use
47
Postings analysed
4
Open now
4
Modernity
87 /100
New in 6 months
8

What programming languages does Systems Limited use?

Python is named in 100% of job postings at Systems Limited, followed by C# (25%), JavaScript (25%), SQL (25%).

Python 4 100% required in 100% · 4 open now · since Aug 2026
C# 1 25% required in 100% · 1 open now · since Aug 2026
JavaScript 1 25% required in 100% · 1 open now · since Jun 2025
SQL 1 25% required in 100% · 1 open now · since Aug 2026

What frameworks and libraries does Systems Limited use?

PyTorch is named in 50% of job postings at Systems Limited, followed by Scikit-learn (50%), TensorFlow (50%), AutoGen (25%).

PyTorch 2 50% required in 100% · 2 open now · since Aug 2026
Scikit-learn 2 50% required in 100% · 2 open now · since Aug 2026
TensorFlow 2 50% required in 100% · 2 open now · since Aug 2026
AutoGen 1 25% required in 100% · 1 open now · since Aug 2026
CrewAI 1 25% required in 100% · 1 open now · since Aug 2026
Cypress 1 25% required in 100% · 1 open now · since Aug 2026
FastAPI 1 25% required in 100% · 1 open now · since Aug 2026
JUnit 1 25% required in 100% · 1 open now · since Aug 2026
Show all (17)
LangGraph1
Matplotlib1
NumPy1
Pandas1
Playwright1
Rest-Assured1
Selenium1
TestNG1
LangChain1

What cloud and platforms does Systems Limited use?

Azure is named in 75% of job postings at Systems Limited, followed by GCP (50%), AWS (25%), Azure DevOps (25%).

Azure 3 75% required in 67% · 3 open now · since Aug 2026
GCP 2 50% required in 100% · 2 open now · since Aug 2026
AWS 1 25% required in 100% · 1 open now · since Aug 2026
Azure DevOps 1 25% required in 100% · 1 open now · since Aug 2026
Hugging Face 1 25% required in 100% · 1 open now · since Aug 2026
Kubeflow 1 25% required in 100% · 1 open now · since Aug 2026
LangSmith 1 25% required in 100% · 1 open now · since Aug 2026
Langfuse 1 25% required in 100% · 1 open now · since Aug 2026
Show all (13)
MLFlow1
Postman1
Power BI1
Tableau1
Vertex AI1

What developer tools does Systems Limited use?

Git is named in 25% of job postings at Systems Limited, followed by Jenkins (25%), Semantic Kernel (25%).

Git 1 25% required in 100% · 1 open now · since Jun 2025
Jenkins 1 25% required in 100% · 1 open now · since Aug 2026
Semantic Kernel 1 25% required in 100% · 1 open now · since Aug 2026

What AI and ML technologies does Systems Limited use?

Gemini is named in 25% of job postings at Systems Limited, followed by LLM (25%).

Gemini 1 25% required in 100% · 1 open now · since Aug 2026
LLM 1 25% required in 100% · 1 open now · since Aug 2026

Which engineering practices does Systems Limited ask for?

CI/CD is named in 75% of job postings at Systems Limited, followed by Machine Learning (75%), Prompt Engineering (50%), RAG (50%).

CI/CD 3 75% required in 100% · 3 open now · since Jun 2025
Machine Learning 3 75% required in 100% · 3 open now · since Aug 2026
Prompt Engineering 2 50% required in 100% · 2 open now · since Aug 2026
RAG 2 50% required in 100% · 2 open now · since Aug 2026
AI Agents 1 25% required in 100% · 1 open now · since Aug 2026
Embeddings 1 25% required in 100% · 1 open now · since Aug 2026
LLM Guardrails 1 25% required in 100% · 1 open now · since Aug 2026
NLP 1 25% required in 100% · 1 open now · since Aug 2026

How does your stack fit Systems Limited?

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How is the Systems Limited 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.

First appeared
PythonAug 2026
Machine LearningAug 2026
AzureAug 2026
GCPAug 2026
Prompt EngineeringAug 2026
PyTorchAug 2026
RAGAug 2026
Scikit-learnAug 2026

How modern is the Systems Limited stack?

Cutting-edge AI adopter 87/100

Systems Limited scores 87 out of 100 (Cutting-edge). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 2; legacy ones: 0.

How common is the Systems Limited stack in its industry?

Share of the 5,085 companies in the same industries, whose stack Alion knows, that use each technology.

Python53%
Azure50%
GCP33%
PyTorch12%
Scikit-learn9%
TensorFlow12%
AWS45%
AutoGen5%
Azure DevOps23%
C#30%

Questions about the Systems Limited tech stack

What programming languages does Systems Limited use?

The languages named in Systems Limited job postings are Python (100%), C# (25%), JavaScript (25%), SQL (25%), as a share of the 4 postings of the last 12 months.

Does Systems Limited use PyTorch?

Yes. PyTorch is named in 2 of 4 job postings (50%) and required in 2 of them.

What cloud and platforms does Systems Limited use?

The cloud and platforms named in Systems Limited job postings are Azure (3), GCP (2), AWS (1) (postings in brackets).

Is the Systems Limited tech stack changing?

Yes. Python, Machine Learning, Azure, GCP first appeared in Systems Limited job postings in the last six months.

How modern is the Systems Limited tech stack?

Systems Limited scores 87 out of 100 (Cutting-edge). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 2; legacy ones: 0.

How does Alion know the Systems Limited tech stack?

Alion reads every job posting Systems Limited publishes and tags the technologies each one names. The figures on this page count the 4 postings of the last 12 months and were updated on Oct 21, 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, "Systems Limited tech stack: 47 technologies from 4 job postings", as of Oct 21, 2026. https://alion.io/company/systems-limited/technologies

Licence: CC BY-SA 4.0JSON