Centific - one forma
Business Process Outsourcing (BPO) · AI Training Data & Annotation

Centific - one forma tech stack

Centific - one forma builds mostly with Python, SQL, C++, Java. Its stack also includes Kubernetes, PyTorch, FastAPI, Azure. Python is named in 5 of the 9 job postings Centific - one forma published in the last 12 months (56%). Counted by Alion from the job postings of Centific - one forma, updated Nov 15, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 15, 2026
Technologies in use
87
Postings analysed
9
Open now
9
Modernity
82 /100

What programming languages does Centific - one forma use?

Python is named in 56% of job postings at Centific - one forma, followed by SQL (11%), C++ (11%), Java (11%).

Python 5 56% required in 60% · 5 open now · since Oct 2026
SQL 1 11% required in 100% · 1 open now · since Nov 2026
C++ 1 11% optional · 1 open now · since Oct 2026
Java 1 11% optional · 1 open now · since Oct 2026

What frameworks and libraries does Centific - one forma use?

PyTorch is named in 33% of job postings at Centific - one forma, followed by FastAPI (33%), JAX (22%), MuJoCo (22%).

PyTorch 3 33% required in 100% · 3 open now · since Oct 2026
FastAPI 3 33% required in 33% · 3 open now · since Oct 2026
JAX 2 22% required in 100% · 2 open now · since Nov 2026
MuJoCo 2 22% required in 100% · 2 open now · since Nov 2026
LangChain 2 22% required in 50% · 2 open now · since Oct 2026
LangGraph 2 22% required in 50% · 2 open now · since Oct 2026
Ray 2 22% required in 50% · 2 open now · since Nov 2026
Transformers 2 22% required in 50% · 2 open now · since Oct 2026
Show all (24)
Open3D2
Triton2
CUDA1
Gymnasium1
Isaac Lab1
TRL1
TensorFlow1
TensorFlow C++1
AutoGen1
COLMAP1
CrewAI1
Django1
Flask1
ROS21
Torchvision1
xFormers1

What databases does Centific - one forma use?

Azure SQL Database is named in 11% of job postings at Centific - one forma.

Azure SQL Database 1 11% required in 100% · 1 open now · since Nov 2026

What cloud and platforms does Centific - one forma use?

Kubernetes is named in 33% of job postings at Centific - one forma, followed by Azure (22%), GitHub (22%), Hugging Face (22%).

Kubernetes 3 33% required in 33% · 3 open now · since Oct 2026
Azure 2 22% required in 50% · 2 open now · since Oct 2026
GitHub 2 22% optional · 2 open now · since Nov 2026
Hugging Face 2 22% optional · 2 open now · since Nov 2026
Copilot Studio 1 11% required in 100% · 1 open now · since Nov 2026
DLP 1 11% required in 100% · 1 open now · since Nov 2026
Databricks 1 11% required in 100% · 1 open now · since Nov 2026
Microsoft Fabric 1 11% required in 100% · 1 open now · since Nov 2026
Show all (12)
Power BI1
Spark1
AWS1
GCP1

What developer tools does Centific - one forma use?

Docker is named in 33% of job postings at Centific - one forma, followed by Isaac Sim (22%), TensorRT (22%), Azure Data Factory (11%).

Docker 3 33% required in 33% · 3 open now · since Oct 2026
Isaac Sim 2 22% required in 100% · 2 open now · since Nov 2026
TensorRT 2 22% optional · 2 open now · since Nov 2026
Azure Data Factory 1 11% required in 100% · 1 open now · since Nov 2026
pySpark 1 11% required in 100% · 1 open now · since Nov 2026
ONNX 1 11% optional · 1 open now · since Nov 2026

What AI and ML technologies does Centific - one forma use?

LLM is named in 33% of job postings at Centific - one forma, followed by CLIP (22%), LLaVA (11%), VLM (11%).

LLM 3 33% required in 33% · 3 open now · since Oct 2026
CLIP 2 22% optional · 2 open now · since Nov 2026
LLaVA 1 11% required in 100% · 1 open now · since Nov 2026
VLM 1 11% required in 100% · 1 open now · since Nov 2026
YOLO 1 11% optional · 1 open now · since Nov 2026

Which engineering practices does Centific - one forma ask for?

RAG is named in 78% of job postings at Centific - one forma, followed by Machine Learning (44%), AI Agents (33%), Multimodal AI (33%).

RAG 7 78% required in 100% · 7 open now · since Oct 2026
Machine Learning 4 44% required in 75% · 4 open now · since Oct 2026
AI Agents 3 33% required in 100% · 3 open now · since Oct 2026
Multimodal AI 3 33% required in 100% · 3 open now · since Oct 2026
Computer Vision 3 33% required in 67% · 3 open now · since Oct 2026
Reinforcement Learning 3 33% required in 33% · 3 open now · since Oct 2026
Digital Twin 2 22% required in 100% · 2 open now · since Oct 2026
ETL/ELT 2 22% required in 100% · 2 open now · since Nov 2026
Show all (35)
Fine-tuning2
Physical AI2
World Models2
NeRF2
Agentic Workflows1
DPO1
Edge AI1
Embodied AI1
Function Calling1
GRPO1
Incident Management1
Knowledge Distillation1
Model Distillation1
Multi-Agent Systems1
PPO1
Post-training1
RLHF1
Reward Modeling1
Vision-Language-Action1
Imitation Learning1
Knowledge Graph1
NLP1
Reinforcement Learning1
SLAM1
Sensor Fusion1
Synthetic Data1
Teleoperation1

What does each Centific - one forma team work with?

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

AI/ML

4 postings
PyTorch3
Isaac Sim2
JAX2
MuJoCo2
Python2

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How modern is the Centific - one forma stack?

Cutting-edge AI adopter 82/100

Centific - one forma scores 82 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: 5; legacy ones: 0.

How common is the Centific - one forma stack in its industry?

Share of the 349 companies in the same industries, whose stack Alion knows, that use each technology.

Python60%
FastAPI17%
Kubernetes33%
LLM38%
PyTorch21%
Azure31%
CLIP2%
GitHub24%
Hugging Face10%
JAX7%

Questions about the Centific - one forma tech stack

What programming languages does Centific - one forma use?

The languages named in Centific - one forma job postings are Python (56%), SQL (11%), C++ (11%), Java (11%), as a share of the 9 postings of the last 12 months.

Does Centific - one forma use PyTorch?

Yes. PyTorch is named in 3 of 9 job postings (33%) and required in 3 of them.

What cloud and platforms does Centific - one forma use?

The cloud and platforms named in Centific - one forma job postings are Kubernetes (3), Azure (2), GitHub (2) (postings in brackets).

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

AI/ML postings at Centific - one forma most often require PyTorch (3), Isaac Sim (2), JAX (2), MuJoCo (2), out of 4 postings in the last 12 months.

Is the Centific - one forma tech stack changing?

No new technology has appeared in Centific - one forma job postings in the last six months.

How modern is the Centific - one forma tech stack?

Centific - one forma scores 82 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: 5; legacy ones: 0.

How does Alion know the Centific - one forma tech stack?

Alion reads every job posting Centific - one forma publishes and tags the technologies each one names. The figures on this page count the 9 postings of the last 12 months and were updated on Nov 15, 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 - one forma tech stack: 87 technologies from 9 job postings", as of Nov 15, 2026. https://alion.io/company/centific-one-forma/technologies

Licence: CC BY-SA 4.0JSON