Centific
AI Consulting & Integration · AI Evaluation & Observability

Centific tech stack

Centific builds mostly with Python, C#, SQL, PowerShell. Its stack also includes Linux, PyTorch, Windows, TensorFlow. Python is named in 37 of the 114 job postings Centific published in the last 12 months (32%). Counted by Alion from the job postings of Centific, updated Nov 12, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 12, 2026
Technologies in use
173
Postings analysed
114
Open now
39
Modernity
80 /100
New in 6 months
8

What programming languages does Centific use?

Python is named in 32% of job postings at Centific, followed by C# (12%), SQL (11%), PowerShell (9%).

Python 37 32% required in 84% · 19 open now · since Feb 2025
C# 14 12% required in 93% · 4 open now · since Feb 2025
SQL 13 11% required in 100% · 4 open now · since Feb 2025
PowerShell 10 9% required in 50% · 1 open now · since Feb 2025
JavaScript 8 7% required in 88% · 2 open now · since Mar 2024
C++ 6 5% required in 83% · 3 open now · since Jul 2026
Bash 5 4% required in 100% · 1 open now · since Mar 2025
TypeScript 3 3% required in 100% · since Mar 2024
Show all (10)
PHP2
Java2

What frameworks and libraries does Centific use?

PyTorch is named in 11% of job postings at Centific, followed by TensorFlow (8%), Transformers (7%), JAX (5%).

PyTorch 13 11% required in 85% · 9 open now · since Feb 2026
TensorFlow 9 8% required in 78% · 6 open now · since Feb 2026
Transformers 8 7% required in 50% · 7 open now · since Apr 2026
JAX 6 5% required in 67% · 5 open now · since Jun 2026
FastAPI 6 5% required in 33% · 5 open now · since Jul 2026
Ray 6 5% required in 33% · 5 open now · since Jun 2026
Selenium 5 4% required in 100% · 1 open now · since Dec 2025
Gymnasium 4 4% required in 100% · 4 open now · since Jun 2026
Show all (41)
Playwright4
ROS24
TRL4
Triton4
Appium3
LeRobot3
MuJoCo3
ROS3
CUDA3
LangChain3
LangGraph3
Open3D3
xFormers3
ASP.NET Core2
JQuery2
NVIDIA NeMo2
COLMAP2
Entity Framework Core2
RLlib2
Stable-Baselines32
Torchvision2
Isaac Lab1
Jest1
Matplotlib1
Mocha1
RAPIDS1
TensorFlow C++1
AutoGen1
CrewAI1
DeepSpeed1
Django1
FSDP1

And 1 more, each named in fewer postings.

What databases does Centific use?

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

Azure SQL Database 3 3% required in 100% · 1 open now · since Feb 2025
MS SQL 3 3% required in 100% · since Jul 2026
Azure Cosmos DB 2 2% required in 50% · since Feb 2025
Amazon Aurora 1 1% optional · 1 open now · since Jun 2026

What cloud and platforms does Centific use?

Linux is named in 12% of job postings at Centific, followed by Windows (11%), Azure (10%), OpenAI (7%).

Linux 14 12% required in 86% · 5 open now · since Mar 2025
Windows 12 11% required in 67% · 4 open now · since Jul 2026
Azure 11 10% required in 45% · 3 open now · since Feb 2025
OpenAI 8 7% required in 100% · 5 open now · since Feb 2026
Power BI 8 7% required in 100% · 1 open now · since Jun 2026
Azure DevOps 7 6% required in 71% · 1 open now · since Feb 2025
Kubernetes 7 6% required in 29% · 4 open now · since Feb 2025
GitLab CI 6 5% required in 100% · 1 open now · since Jul 2026
Show all (30)
AWS5
GCP5
Weights & Biases5
Active Directory4
Windows Server4
GitHub4
Hugging Face4
Tableau3
Microsoft Entra ID2
Azure AKS2
.NET1
AWS Bedrock1
Copilot Studio1
DLP1
GitHub Actions1
Looker1
Microsoft Fabric1
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 Git (7%), Terraform (6%), Docker (6%).

Ansible 8 7% required in 100% · 2 open now · since Jul 2026
Git 8 7% required in 38% · 1 open now · since Feb 2025
Terraform 7 6% required in 86% · 1 open now · since Jul 2026
Docker 7 6% required in 29% · 4 open now · since Feb 2025
TensorRT 5 4% optional · 4 open now · since Jul 2026
Isaac Sim 4 4% required in 75% · 3 open now · since Sep 2026
Copilot 4 4% required in 50% · since Aug 2026
ONNX 3 3% optional · 2 open now · since Jul 2026
Show all (20)
Jenkins2
SolidWorks2
npm2
Claude Code2
Wireshark2
gRPC2
Alteryx1
Cursor1
Microsoft Excel1
Bazel1
Bicep1
Rest API1

What AI and ML technologies does Centific use?

LLM is named in 13% of job postings at Centific, followed by VLM (3%), CLIP (3%), LLaVA (2%).

LLM 15 13% required in 67% · 10 open now · since Apr 2026
VLM 3 3% required in 100% · 2 open now · since Apr 2026
CLIP 3 3% optional · 2 open now · since Sep 2026
LLaVA 2 2% required in 100% · 1 open now · since Sep 2026
YOLO 2 2% optional · 1 open now · since Sep 2026
Claude 1 1% required in 100% · since Aug 2026
LoRA 1 1% required in 100% · 1 open now · since Jul 2026
Gemini 1 1% optional · 1 open now · since Jul 2026
Show all (11)
PEFT1
Qwen1
Whisper1

Which engineering practices does Centific ask for?

RAG is named in 99% of job postings at Centific, followed by CI/CD (17%), AI Agents (12%), Physical AI (12%).

RAG 113 99% required in 100% · 38 open now · since Feb 2025
CI/CD 19 17% required in 95% · 4 open now · since Mar 2024
AI Agents 14 12% required in 93% · 10 open now · since Feb 2026
Physical AI 14 12% required in 93% · 8 open now · since Mar 2026
Machine Learning 11 10% required in 64% · 6 open now · since Jan 2024
Incident Management 9 8% required in 89% · 3 open now · since Apr 2026
Reinforcement Learning 9 8% required in 56% · 7 open now · since Aug 2025
DNS 8 7% required in 100% · 2 open now · since Jul 2026
Show all (57)
RLHF8
TCP/IP8
Multimodal AI7
Digital Twin7
Fine-tuning7
World Models7
Computer Vision6
Embodied AI5
Function Calling5
NLP5
Synthetic Data5
DPO4
GRPO4
PPO4
Post-training4
Reward Modeling4
VLAN4
Teleoperation4
SLAM4
Sensor Fusion4
Agentic Workflows3
Configuration Management3
Imitation Learning3
Self-Healing3
NeRF3
Edge AI2
Human-in-the-Loop2
Multi-Agent Systems2
SFT2
Sim-to-Real2
Vision-Language-Action2
Reinforcement Learning2

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.

AI/ML

16 postings
LLM6
PyTorch5
Python5
Gymnasium4
JAX3
Isaac Sim2

Sales

14 postings
JQuery2
JavaScript2
LLM2
OpenAI2
PHP2
SQL2

QA

13 postings
Appium3
Azure DevOps3
C#3
Python3
Selenium3
Git2

Backend

11 postings
C#9
SQL5
C++4
PowerShell4
Windows4
Active Directory3

Early Careers

10 postings
Python7
PyTorch6
TensorFlow5
OpenAI4
LeRobot2
Linux2

DevOps

8 postings
Ansible8
Linux8
Python8
GitLab CI6
Terraform6
Bash5

See the open roles

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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: $107k across 44 postings.

TechnologyPostings with payMedianvs company median
Python19$100k−7%
LLM11$220k+106%
PyTorch11$160k+50%
Transformers8$245k+129%
OpenAI7$220k+106%
TensorFlow7$80k−25%
JAX6$270k+152%
Ray6$270k+152%
FastAPI5$220k+106%
Weights & Biases5$220k+106%

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
JavaOct 2026
Microsoft Entra IDSep 2026
Entity Framework CoreSep 2026
npmSep 2026
Isaac SimSep 2026
Agentic WorkflowsSep 2026
MuJoCoSep 2026
LangChainSep 2026
Rising
Azure0% → 17%
Git0% → 13%
Azure DevOps0% → 11%
Docker0% → 11%
Kubernetes0% → 11%
Computer Vision0% → 6%
Selenium0% → 6%
Playwright0% → 6%
Falling
Active Directory12% → 0%
Windows Server12% → 0%
RLHF15% → 5%
Synthetic Data12% → 2%
SQL18% → 9%
Fine-tuning12% → 3%
Configuration Management9% → 0%
MS SQL9% → 0%

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 1,465 companies in the same industries, whose stack Alion knows, that use each technology.

Python69%
LLM52%
C#22%
Linux24%
PyTorch23%
SQL49%
Windows16%
Azure53%
PowerShell14%
TensorFlow19%

What sets Centific apart

JAX3%
Weights & Biases3%
Gymnasium0%
ROS22%
TRL1%
Triton3%
Appium3%
CLIP1%
CUDA4%
LeRobot1%

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 (32%), C# (12%), SQL (11%), PowerShell (9%), JavaScript (7%), as a share of the 114 postings of the last 12 months.

Does Centific use PyTorch?

Yes. PyTorch is named in 13 of 114 job postings (11%) and required in 11 of them.

What cloud and platforms does Centific use?

The cloud and platforms named in Centific job postings are Linux (14), Windows (12), Azure (11) (postings in brackets).

What skills do you need for a AI/ML job at Centific?

AI/ML postings at Centific most often require LLM (6), PyTorch (5), Python (5), Gymnasium (4), out of 16 postings in the last 12 months.

Is the Centific tech stack changing?

Yes. Java, Microsoft Entra ID, Entity Framework Core, npm 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 114 postings of the last 12 months and were updated on Nov 12, 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: 173 technologies from 114 job postings", as of Nov 12, 2026. https://alion.io/company/centific/technologies

Licence: CC BY-SA 4.0JSON