Centific tech stack

Centific builds mostly with Python, SQL, C#, JavaScript. Its stack also includes Linux, Windows, PyTorch, Transformers. Python is named in 25 of the 91 job postings Centific published in the last 12 months (27%). Counted by Alion from the job postings of Centific, updated Sep 27, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 27, 2026
Technologies in use
161
Postings analysed
91
Open now
62
Modernity
80 /100
New in 6 months
8

What programming languages does Centific use?

Python is named in 27% of job postings at Centific, followed by SQL (13%), C# (12%), JavaScript (9%).

Python 25 27% required in 84% · 19 open now · since Mar 2025
SQL 12 13% required in 100% · 5 open now · since Feb 2025
C# 11 12% required in 91% · 5 open now · since Mar 2025
JavaScript 8 9% required in 88% · 4 open now · since Mar 2024
PowerShell 8 9% required in 63% · 3 open now · since Feb 2025
Bash 4 4% required in 100% · 2 open now · since Mar 2025
C++ 3 3% required in 100% · since Jul 2026
PHP 3 3% required in 100% · 2 open now · since May 2026
Show all (9)
TypeScript3

What frameworks and libraries does Centific use?

PyTorch is named in 9% of job postings at Centific, followed by Transformers (8%), JAX (5%), TensorFlow (5%).

PyTorch 8 9% required in 75% · 8 open now · since Feb 2026
Transformers 7 8% required in 57% · 6 open now · since Apr 2026
JAX 5 5% required in 60% · 5 open now · since Jun 2026
TensorFlow 5 5% required in 60% · 5 open now · since Feb 2026
Ray 5 5% required in 20% · 5 open now · since Jun 2026
Gymnasium 4 4% required in 100% · 3 open now · since Jun 2026
Selenium 4 4% required in 100% · 2 open now · since Dec 2025
TRL 4 4% required in 50% · 3 open now · since Jun 2026
Show all (35)
FastAPI4
Appium3
JQuery3
Playwright3
Triton3
ASP.NET Core2
LeRobot2
MuJoCo2
ROS2
CUDA2
NVIDIA NeMo2
ROS22
Entity Framework Core2
Open3D2
RLlib2
Stable-Baselines32
xFormers2
Isaac Lab1
Jest1
Mocha1
RAPIDS1
COLMAP1
DeepSpeed1
FSDP1
LangChain1
LangGraph1
Torchvision1

What databases does Centific use?

MS SQL is named in 3% of job postings at Centific, followed by Azure SQL Database (2%), Azure Cosmos DB (2%), Amazon Aurora (1%).

MS SQL 3 3% required in 100% · since Jul 2026
Azure SQL Database 2 2% required in 100% · 1 open now · since Sep 2026
Azure Cosmos DB 2 2% required in 50% · 1 open now · since Sep 2026
Amazon Aurora 1 1% optional · 1 open now · since Jun 2026

What cloud and platforms does Centific use?

Linux is named in 11% of job postings at Centific, followed by Windows (9%), OpenAI (7%), Power BI (7%).

Linux 10 11% required in 90% · 8 open now · since Mar 2025
Windows 8 9% required in 75% · 3 open now · since Mar 2025
OpenAI 6 7% required in 100% · 5 open now · since Feb 2026
Power BI 6 7% required in 100% · 4 open now · since Jun 2026
Azure 6 7% required in 67% · 3 open now · since Feb 2025
GitLab CI 5 5% required in 100% · 3 open now · since Jul 2026
Azure DevOps 5 5% required in 60% · 2 open now · since Feb 2025
Kubernetes 5 5% required in 20% · 4 open now · since Feb 2025
Show all (28)
Active Directory4
Windows Server4
Weights & Biases4
Tableau3
AWS3
GCP3
Hugging Face3
CUDA Toolkit2
Microsoft Entra ID2
Azure AKS2
GitHub2
AWS Bedrock1
GitHub Actions1
GitLab1
Looker1
Red Hat1
Unix1
Vertex AI1
MLFlow1
Scale AI1

What developer tools does Centific use?

Ansible is named in 7% of job postings at Centific, followed by Terraform (7%), Git (7%), Docker (5%).

Ansible 6 7% required in 100% · 4 open now · since Jul 2026
Terraform 6 7% required in 83% · 4 open now · since Jul 2026
Git 6 7% required in 33% · 3 open now · since Feb 2025
Docker 5 5% required in 20% · 4 open now · since Mar 2025
TensorRT 4 4% optional · 4 open now · since Jul 2026
Isaac Sim 3 3% required in 67% · 3 open now · since Sep 2026
Copilot 3 3% required in 33% · 1 open now · since Aug 2026
ONNX 2 2% optional · 2 open now · since Jul 2026
Show all (17)
Wireshark2
Alteryx1
Claude Code1
Cursor1
Jenkins1
SolidWorks1
npm1
Bicep1
gRPC1

What AI and ML technologies does Centific use?

LLM is named in 13% of job postings at Centific, followed by VLM (2%), CLIP (2%), Claude (1%).

LLM 12 13% required in 75% · 9 open now · since Apr 2026
VLM 2 2% required in 100% · 2 open now · since Apr 2026
CLIP 2 2% optional · 2 open now · since Sep 2026
Claude 1 1% required in 100% · since Aug 2026
LLaVA 1 1% required in 100% · 1 open now · since Sep 2026
LoRA 1 1% required in 100% · 1 open now · since Jul 2026
PEFT 1 1% required in 100% · 1 open now · since Jul 2026
Gemini 1 1% optional · 1 open now · since Jul 2026
Show all (11)
Qwen1
Whisper1
YOLO1

Which engineering practices does Centific ask for?

RAG is named in 100% of job postings at Centific, followed by CI/CD (15%), Physical AI (13%), AI Agents (12%).

RAG 91 100% required in 100% · 62 open now · since Feb 2025
CI/CD 14 15% required in 100% · 6 open now · since Mar 2024
Physical AI 12 13% required in 92% · 11 open now · since Mar 2026
AI Agents 11 12% required in 91% · 10 open now · since Feb 2026
Machine Learning 10 11% required in 70% · 4 open now · since Jan 2024
RLHF 8 9% required in 100% · 7 open now · since Jun 2026
Incident Management 7 8% required in 100% · 5 open now · since Apr 2026
Digital Twin 7 8% required in 86% · 6 open now · since Jun 2026
Show all (57)
Fine-tuning7
Reinforcement Learning7
DNS6
TCP/IP6
World Models6
Function Calling5
Multimodal AI5
SLI/SLO/SLA5
Synthetic Data5
Computer Vision4
DPO4
Embodied AI4
GRPO4
PPO4
Post-training4
Tool Use4
NLP4
Configuration Management3
Reward Modeling3
VLAN3
Teleoperation3
Self-Healing3
Sensor Fusion3
Agentic Workflows2
Edge AI2
Human-in-the-Loop2
SFT2
Sim-to-Real2
Vision-Language-Action2
Imitation Learning2
Reinforcement Learning2
SLAM2

And 17 more, each named in fewer postings.

What does each Centific team work with?

The technologies each team's postings require most often, with the number of postings that require them.

Sales

14 postings
JQuery2
JavaScript2
LLM2
OpenAI2
PHP2
SQL2

QA

12 postings
Appium3
Selenium3
Azure DevOps2
C#2
Git2
JavaScript2

Backend

10 postings
C#7
SQL6
PowerShell4
Active Directory3
Azure3
C++3

AI/ML

8 postings
LLM5
Python5
Gymnasium4
PyTorch4
JAX3
Transformers3

DevOps

7 postings
Ansible6
Linux6
Python6
GitLab CI5
Terraform5
Bash4

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How much does Centific pay by technology?

Median stated pay of the postings that name each technology, against the median of all Centific postings with stated pay: $160k across 37 postings.

TechnologyPostings with payMedianvs company median
Python14$190k+19%
LLM10$230k+44%
Transformers7$250k+56%
PyTorch7$240k+50%
JAX5$300k+88%
Ray5$300k+88%
OpenAI5$220k+38%

How is the Centific 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
Azure SQL DatabaseSep 2026
Azure Cosmos DBSep 2026
Microsoft Entra IDSep 2026
Entity Framework CoreSep 2026
Isaac SimSep 2026
Agentic WorkflowsSep 2026
MuJoCoSep 2026
Vision-Language-ActionSep 2026
Rising
Python10% → 33%
CI/CD0% → 21%
C#0% → 13%
Windows0% → 11%
PowerShell0% → 10%
Ansible0% → 10%
DNS0% → 10%
TCP/IP0% → 10%
Falling
JQuery15% → 0%
PHP15% → 0%
Reinforcement Learning15% → 5%
JavaScript15% → 7%
RLHF15% → 8%
OpenAI10% → 5%
Synthetic Data10% → 5%

How modern is the Centific stack?

Cutting-edge AI adopter 80/100

Centific scores 80 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: 11; legacy ones: 0.

How common is the Centific stack in its industry?

Share of the 605 companies in the same industries, whose stack Alion knows, that use each technology.

Python71%
LLM53%
SQL56%
C#23%
Linux27%
JavaScript56%
PowerShell14%
PyTorch26%
Windows16%
Transformers10%

What sets Centific apart

JAX4%
Gymnasium0%
TRL1%
Weights & Biases3%
Appium3%
JQuery4%
Triton4%

Centific products in its job postings

Postings at Centific name its own products. They describe what the company makes, so they are left out of the stack above.

Red Teaming1

Questions about the Centific tech stack

What programming languages does Centific use?

The languages named in Centific job postings are Python (27%), SQL (13%), C# (12%), JavaScript (9%), PowerShell (9%), as a share of the 91 postings of the last 12 months.

Does Centific use PyTorch?

Yes. PyTorch is named in 8 of 91 job postings (9%) and required in 6 of them.

What cloud and platforms does Centific use?

The cloud and platforms named in Centific job postings are Linux (10), Windows (8), OpenAI (6) (postings in brackets).

What skills do you need for a Sales job at Centific?

Sales postings at Centific most often require JQuery (2), JavaScript (2), LLM (2), OpenAI (2), out of 14 postings in the last 12 months.

Is the Centific tech stack changing?

Yes. Azure SQL Database, Azure Cosmos DB, Microsoft Entra ID, Entity Framework Core first appeared in Centific job postings in the last six months.

How modern is the Centific tech stack?

Centific scores 80 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: 11; legacy ones: 0.

How does Alion know the Centific tech stack?

Alion reads every job posting Centific publishes and tags the technologies each one names. The figures on this page count the 91 postings of the last 12 months and were updated on Sep 27, 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, "Centific tech stack: 161 technologies from 91 job postings", as of Sep 27, 2026. https://alion.io/company/centific/technologies

Licence: CC BY-SA 4.0JSON