QED.ai tech stack

QED.ai builds mostly with Python, SQL, PHP, Kotlin. Its stack also includes Kubernetes, Unix, Django, PyTorch. Python is named in 9 of the 20 job postings QED.ai published in the last 12 months (45%). Counted by Alion from the job postings of QED.ai, updated Oct 17, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 17, 2026
Technologies in use
32
Postings analysed
20
Open now
12
Modernity
81 /100
New in 6 months
3

What programming languages does QED.ai use?

Python is named in 45% of job postings at QED.ai, followed by SQL (10%), PHP (5%), Kotlin (5%).

Python 9 45% required in 22% · 4 open now · since Nov 2024
SQL 2 10% optional · 2 open now · since Nov 2024
PHP 1 5% required in 100% · since May 2026
Kotlin 1 5% optional · since Dec 2024

What frameworks and libraries does QED.ai use?

Django is named in 35% of job postings at QED.ai, followed by PyTorch (20%), Dagster (15%), Instructor (10%).

Django 7 35% optional · 3 open now · since Dec 2025
PyTorch 4 20% optional · 2 open now · since Dec 2025
Dagster 3 15% optional · 1 open now · since Dec 2025
Instructor 2 10% required in 100% · since Apr 2026
Jetpack Compose 1 5% optional · since Dec 2024

What databases does QED.ai use?

ClickHouse is named in 15% of job postings at QED.ai.

ClickHouse 3 15% optional · 1 open now · since Dec 2025

What cloud and platforms does QED.ai use?

Kubernetes is named in 35% of job postings at QED.ai, followed by Unix (35%), Linux (20%), K3s (10%).

Kubernetes 7 35% required in 14% · 5 open now · since Dec 2025
Unix 7 35% required in 14% · 3 open now · since Dec 2025
Linux 4 20% required in 25% · 4 open now · since Dec 2025
K3s 2 10% required in 100% · 2 open now · since Dec 2025
NixOS 2 10% required in 100% · 2 open now · since Dec 2025
PagerDuty 1 5% required in 100% · 1 open now · since Dec 2025
Windows 1 5% required in 100% · 1 open now · since Apr 2026

What developer tools does QED.ai use?

Terraform is named in 30% of job postings at QED.ai, followed by Docker (15%), Microsoft Excel (10%), Git (5%).

Terraform 6 30% required in 33% · 4 open now · since Dec 2025
Docker 3 15% optional · 1 open now · since Dec 2025
Microsoft Excel 2 10% required in 100% · 2 open now · since Jul 2025
Git 1 5% required in 100% · 1 open now · since Apr 2026
gRPC 1 5% optional · since Dec 2024

What AI and ML technologies does QED.ai use?

ChatGPT is named in 10% of job postings at QED.ai, followed by Claude (10%).

ChatGPT 2 10% optional · 2 open now · since May 2026
Claude 2 10% optional · 2 open now · since May 2026

Which engineering practices does QED.ai ask for?

Dimensional Modeling is named in 15% of job postings at QED.ai, followed by ETL/ELT (15%), CI/CD (5%), Machine Learning (5%).

Dimensional Modeling 3 15% optional · 1 open now · since Dec 2025
ETL/ELT 3 15% optional · 1 open now · since Dec 2025
CI/CD 1 5% required in 100% · 1 open now · since Feb 2026
Machine Learning 1 5% required in 100% · 1 open now · since Nov 2024
Time Series Forecasting 1 5% required in 100% · 1 open now · since Nov 2024
Computer Vision 1 5% optional · since Nov 2024
HPC 1 5% optional · 1 open now · since Sep 2026

What other technologies does QED.ai use?

Kotlin Coroutines is named in 5% of job postings at QED.ai.

Kotlin Coroutines 1 5% optional · since Dec 2024

What does each QED.ai team work with?

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

DevOps

3 postings
K3s2
NixOS2
Terraform2

See the open roles

How does your stack fit QED.ai?

Sign in to compare your skills with this stack and see which open roles fit you.
Sign In

How is the QED.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
ChatGPTMay 2026
ClaudeMay 2026
InstructorApr 2026

How modern is the QED.ai stack?

Cutting-edge AI adopter 81/100

QED.ai scores 81 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 QED.ai stack in its industry?

Share of the 1,040 companies in the same industries, whose stack Alion knows, that use each technology.

Python63%
Django8%
Kubernetes34%
Unix2%
Linux18%
PyTorch21%
ClickHouse3%
Dagster3%
ChatGPT9%
Claude20%

What sets QED.ai apart

Unix2%
ClickHouse3%
Dagster3%

Questions about the QED.ai tech stack

What programming languages does QED.ai use?

The languages named in QED.ai job postings are Python (45%), SQL (10%), PHP (5%), Kotlin (5%), as a share of the 20 postings of the last 12 months.

Does QED.ai use Instructor?

Yes. Instructor is named in 2 of 20 job postings (10%) and required in 2 of them.

What cloud and platforms does QED.ai use?

The cloud and platforms named in QED.ai job postings are Kubernetes (7), Unix (7), Linux (4) (postings in brackets).

What skills do you need for a DevOps job at QED.ai?

DevOps postings at QED.ai most often require K3s (2), NixOS (2), Terraform (2), out of 3 postings in the last 12 months.

Is the QED.ai tech stack changing?

Yes. ChatGPT, Claude, Instructor first appeared in QED.ai job postings in the last six months.

How modern is the QED.ai tech stack?

QED.ai scores 81 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 QED.ai tech stack?

Alion reads every job posting QED.ai publishes and tags the technologies each one names. The figures on this page count the 20 postings of the last 12 months and were updated on Oct 17, 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, "QED.ai tech stack: 32 technologies from 20 job postings", as of Oct 17, 2026. https://alion.io/company/qed-ai/technologies

Licence: CC BY-SA 4.0JSON