Ample Insight tech stack

Ample Insight builds mostly with Python, SQL, TypeScript. Its stack also includes NumPy, Pandas, AWS, Azure. Python is named in 2 of the 3 job postings Ample Insight published in the last 12 months (67%). Counted by Alion from the job postings of Ample Insight, updated Oct 28, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 28, 2026
Technologies in use
21
Postings analysed
3
Open now
3
Modernity
87 /100

What programming languages does Ample Insight use?

Python is named in 67% of job postings at Ample Insight, followed by SQL (33%), TypeScript (33%).

Python 2 67% required in 100% · 2 open now · since Apr 2023
SQL 1 33% required in 100% · 1 open now · since Jan 2025
TypeScript 1 33% required in 100% · 1 open now · since Feb 2026

What frameworks and libraries does Ample Insight use?

NumPy is named in 67% of job postings at Ample Insight, followed by Pandas (67%), Scikit-learn (67%), FastAPI (33%).

NumPy 2 67% required in 100% · 2 open now · since Jan 2025
Pandas 2 67% required in 100% · 2 open now · since Jan 2025
Scikit-learn 2 67% required in 100% · 2 open now · since Jan 2025
FastAPI 1 33% required in 100% · 1 open now · since Feb 2026
PyTorch 1 33% required in 100% · 1 open now · since Feb 2026
TensorFlow 1 33% required in 100% · 1 open now · since Jan 2025
XGBoost 1 33% required in 100% · 1 open now · since Feb 2026

What databases does Ample Insight use?

Neo4j is named in 33% of job postings at Ample Insight.

Neo4j 1 33% required in 100% · 1 open now · since Feb 2026

What cloud and platforms does Ample Insight use?

AWS is named in 33% of job postings at Ample Insight, followed by Azure (33%), GitHub Actions (33%), Spark (33%).

AWS 1 33% required in 100% · 1 open now · since Sep 2025
Azure 1 33% required in 100% · 1 open now · since Sep 2025
GitHub Actions 1 33% required in 100% · 1 open now · since Feb 2026
Spark 1 33% required in 100% · 1 open now · since Sep 2025

What developer tools does Ample Insight use?

Docker is named in 33% of job postings at Ample Insight, followed by Git (33%).

Docker 1 33% required in 100% · 1 open now · since Feb 2026
Git 1 33% required in 100% · 1 open now · since Feb 2026

What AI and ML technologies does Ample Insight use?

LLM is named in 33% of job postings at Ample Insight.

LLM 1 33% required in 100% · 1 open now · since Feb 2026

Which engineering practices does Ample Insight ask for?

Machine Learning is named in 67% of job postings at Ample Insight, followed by AI Agents (33%), Function Calling (33%).

Machine Learning 2 67% required in 100% · 2 open now · since Apr 2023
AI Agents 1 33% required in 100% · 1 open now · since Feb 2026
Function Calling 1 33% required in 100% · 1 open now · since Feb 2026

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How is the Ample Insight 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.

Not named for 6 months
Machine LearningFeb 2026
NumPyFeb 2026
PandasFeb 2026
PythonFeb 2026
Scikit-learnFeb 2026

How modern is the Ample Insight stack?

Cutting-edge AI adopter 87/100

Ample Insight scores 87 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: 1; legacy ones: 0.

How common is the Ample Insight stack in its industry?

Share of the 1,208 companies in the same industries, whose stack Alion knows, that use each technology.

NumPy10%
Pandas10%
Python75%
Scikit-learn17%
AWS63%
Azure63%
FastAPI24%
GitHub Actions25%
LLM49%
Neo4j5%

Questions about the Ample Insight tech stack

What programming languages does Ample Insight use?

The languages named in Ample Insight job postings are Python (67%), SQL (33%), TypeScript (33%), as a share of the 3 postings of the last 12 months.

Does Ample Insight use NumPy?

Yes. NumPy is named in 2 of 3 job postings (67%) and required in 2 of them.

What cloud and platforms does Ample Insight use?

The cloud and platforms named in Ample Insight job postings are AWS (1), Azure (1), GitHub Actions (1) (postings in brackets).

Is the Ample Insight tech stack changing?

No new technology has appeared in Ample Insight job postings in the last six months.

How modern is the Ample Insight tech stack?

Ample Insight scores 87 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: 1; legacy ones: 0.

How does Alion know the Ample Insight tech stack?

Alion reads every job posting Ample Insight publishes and tags the technologies each one names. The figures on this page count the 3 postings of the last 12 months and were updated on Oct 28, 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, "Ample Insight tech stack: 21 technologies from 3 job postings", as of Oct 28, 2026. https://alion.io/company/ampleinsightinc/technologies

Licence: CC BY-SA 4.0JSON