ai&
LLM & Generative AI · AI Compute & Inference

ai& tech stack

ai& builds mostly with Python, C++. Its stack also includes Heroku, AWS, CUDA, PyTorch. Python is named in 6 of the 22 job postings ai& published in the last 12 months (27%). Counted by Alion from the job postings of ai&, updated Nov 4, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 4, 2026
Technologies in use
57
Postings analysed
22
Open now
14
Modernity
80 /100
New in 6 months
1

What programming languages does ai& use?

Python is named in 27% of job postings at ai&, followed by C++ (5%).

Python 6 27% required in 83% · 3 open now · since Mar 2026
C++ 1 5% required in 100% · since Mar 2026

What frameworks and libraries does ai& use?

CUDA is named in 9% of job postings at ai&, followed by PyTorch (9%), AutoGen (5%), DeepSpeed (5%).

CUDA 2 9% required in 100% · 1 open now · since Mar 2026
PyTorch 2 9% required in 100% · 1 open now · since Mar 2026
AutoGen 1 5% required in 100% · 1 open now · since Mar 2026
DeepSpeed 1 5% required in 100% · 1 open now · since Mar 2026
FSDP 1 5% required in 100% · 1 open now · since Mar 2026
LangGraph 1 5% required in 100% · 1 open now · since Mar 2026
MLIR 1 5% required in 100% · since Mar 2026
NCCL 1 5% required in 100% · since Mar 2026
Show all (12)
OpenCL1
ROCm1
Triton1
LangChain1

What cloud and platforms does ai& use?

Heroku is named in 23% of job postings at ai&, followed by AWS (18%), Kubernetes (14%), Linux (9%).

Heroku 5 23% required in 60% · 3 open now · since Mar 2026
AWS 4 18% required in 50% · 2 open now · since Mar 2026
Kubernetes 3 14% required in 33% · 2 open now · since May 2026
Linux 2 9% required in 100% · 2 open now · since Mar 2026
GCP 2 9% optional · 2 open now · since Oct 2026
GitHub 1 5% required in 100% · since Apr 2026
Together AI 1 5% required in 100% · since Mar 2026
vLLM 1 5% required in 100% · 1 open now · since Mar 2026
Show all (10)
Azure1
Vercel1

What developer tools does ai& use?

InfiniBand is named in 14% of job postings at ai&, followed by NVLink (9%), Copilot (9%), LLVM (5%).

InfiniBand 3 14% required in 100% · 2 open now · since Mar 2026
NVLink 2 9% required in 100% · 2 open now · since Mar 2026
Copilot 2 9% required in 50% · 1 open now · since Jun 2026
LLVM 1 5% required in 100% · since Mar 2026
Model Context Protocol 1 5% required in 100% · 1 open now · since Mar 2026
OpenMP 1 5% required in 100% · since Mar 2026
Prometheus 1 5% required in 100% · 1 open now · since Aug 2026
Rest API 1 5% required in 100% · since Mar 2026
Show all (10)
Terraform1
Docker1

What AI and ML technologies does ai& use?

LLM is named in 14% of job postings at ai&, followed by ChatGPT (9%), AWQ (5%), Flash Attention (5%).

LLM 3 14% required in 100% · 2 open now · since Mar 2026
ChatGPT 2 9% required in 50% · 1 open now · since Jun 2026
AWQ 1 5% required in 100% · since Mar 2026
Flash Attention 1 5% required in 100% · since Mar 2026
GPTQ 1 5% required in 100% · since Mar 2026
Claude 1 5% optional · since Jun 2026
Gemini 1 5% optional · 1 open now · since Aug 2026

Which engineering practices does ai& ask for?

AI Agents is named in 14% of job postings at ai&, followed by Agentic Workflows (14%), HPC (14%), CI/CD (14%).

AI Agents 3 14% required in 100% · 2 open now · since Mar 2026
Agentic Workflows 3 14% required in 100% · 2 open now · since Mar 2026
HPC 3 14% required in 100% · 3 open now · since Mar 2026
CI/CD 3 14% required in 33% · 2 open now · since Mar 2026
Post-training 2 9% required in 100% · 2 open now · since Mar 2026
Quantization 2 9% required in 100% · 1 open now · since Mar 2026
Function Calling 1 5% required in 100% · 1 open now · since Mar 2026
GitOps 1 5% required in 100% · 1 open now · since Aug 2026
Show all (16)
KV Cache1
Multimodal AI1
Reinforcement Learning1
Reward Modeling1
SFT1
SLI/SLO/SLA1
Speculative Decoding1
Synthetic Data1

What does each ai& team work with?

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

AI/ML

9 postings
LLM3
Python3
CUDA2
InfiniBand2
Linux2
PyTorch2

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How is the ai& 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
GCPOct 2026
Not named for 6 months
AI AgentsMar 2026
Agentic WorkflowsMar 2026
HPCMar 2026
LLMMar 2026
NVLinkMar 2026
CUDAMar 2026
PyTorchMar 2026
QuantizationMar 2026

How modern is the ai& stack?

Cutting-edge AI adopter 80/100

ai& 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: 7; legacy ones: 0.

How common is the ai& stack in its industry?

Share of the 429 companies in the same industries, whose stack Alion knows, that use each technology.

Python72%
Heroku1%
AWS54%
Kubernetes55%
LLM58%
CUDA31%
ChatGPT16%
GCP43%
Linux40%
PyTorch38%

What sets ai& apart

Heroku1%

Questions about the ai& tech stack

What programming languages does ai& use?

The languages named in ai& job postings are Python (27%), C++ (5%), as a share of the 22 postings of the last 12 months.

Does ai& use CUDA?

Yes. CUDA is named in 2 of 22 job postings (9%) and required in 2 of them.

What cloud and platforms does ai& use?

The cloud and platforms named in ai& job postings are Heroku (5), AWS (4), Kubernetes (3) (postings in brackets).

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

AI/ML postings at ai& most often require LLM (3), Python (3), CUDA (2), InfiniBand (2), out of 9 postings in the last 12 months.

Is the ai& tech stack changing?

Yes. GCP first appeared in ai& job postings in the last six months.

How modern is the ai& tech stack?

ai& 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: 7; legacy ones: 0.

How does Alion know the ai& tech stack?

Alion reads every job posting ai& publishes and tags the technologies each one names. The figures on this page count the 22 postings of the last 12 months and were updated on Nov 4, 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, "ai& tech stack: 57 technologies from 22 job postings", as of Nov 4, 2026. https://alion.io/company/ai-and/technologies

Licence: CC BY-SA 4.0JSON