MAI tech stack

MAI builds mostly with Python, Java, SQL, Scala. Its stack also includes Spark, AWS, Amazon Redshift, BigQuery. Python is named in 2 of the 4 job postings MAI published in the last 12 months (50%). Counted by Alion from the job postings of MAI, updated Oct 14, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 14, 2026
Technologies in use
30
Postings analysed
4
Open now
4
Modernity
75 /100

What programming languages does MAI use?

Python is named in 50% of job postings at MAI, followed by Java (25%), SQL (25%), Scala (25%).

Python 2 50% required in 100% · 2 open now · since Oct 2025
Java 1 25% required in 100% · 1 open now · since Mar 2026
SQL 1 25% required in 100% · 1 open now · since Mar 2026
Scala 1 25% required in 100% · 1 open now · since Mar 2026

What frameworks and libraries does MAI use?

Flink is named in 25% of job postings at MAI, followed by LangGraph (25%), PyTorch (25%), TensorFlow (25%).

Flink 1 25% required in 100% · 1 open now · since Mar 2026
LangGraph 1 25% required in 100% · 1 open now · since Oct 2025
PyTorch 1 25% required in 100% · 1 open now · since Oct 2025
TensorFlow 1 25% required in 100% · 1 open now · since Oct 2025
LangChain 1 25% optional · 1 open now · since Oct 2025

What databases does MAI use?

Amazon Redshift is named in 25% of job postings at MAI, followed by BigQuery (25%), Google BigQuery (25%), Snowflake (25%).

Amazon Redshift 1 25% required in 100% · 1 open now · since Mar 2026
BigQuery 1 25% required in 100% · 1 open now · since Mar 2026
Google BigQuery 1 25% required in 100% · 1 open now · since Mar 2026
Snowflake 1 25% required in 100% · 1 open now · since Mar 2026
Cassandra 1 25% optional · 1 open now · since Mar 2026
Google Bigtable 1 25% optional · 1 open now · since Mar 2026
HBase 1 25% optional · 1 open now · since Mar 2026

What cloud and platforms does MAI use?

Spark is named in 50% of job postings at MAI, followed by AWS (25%), Apache Kafka (25%), Azure (25%).

Spark 2 50% required in 50% · 2 open now · since Oct 2025
AWS 1 25% required in 100% · 1 open now · since Mar 2026
Apache Kafka 1 25% required in 100% · 1 open now · since Mar 2026
Azure 1 25% required in 100% · 1 open now · since Mar 2026
GCP 1 25% required in 100% · 1 open now · since Mar 2026
Kubernetes 1 25% required in 100% · 1 open now · since Oct 2025
MLFlow 1 25% required in 100% · 1 open now · since Oct 2025

What developer tools does MAI use?

dbt is named in 25% of job postings at MAI.

dbt 1 25% optional · 1 open now · since Oct 2025

Which engineering practices does MAI ask for?

AI Agents is named in 100% of job postings at MAI, followed by ETL/ELT (50%), Fine-tuning (25%), Machine Learning (25%).

AI Agents 4 100% required in 100% · 4 open now · since Oct 2025
ETL/ELT 2 50% required in 50% · 2 open now · since Oct 2025
Fine-tuning 1 25% required in 100% · 1 open now · since Oct 2025
Machine Learning 1 25% required in 100% · 1 open now · since Oct 2025
RAG 1 25% required in 100% · 1 open now · since Oct 2025
Feature Store 1 25% optional · 1 open now · since Mar 2026

How does your stack fit MAI?

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How is the MAI 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
AI AgentsMar 2026
PythonMar 2026
ETL/ELTMar 2026
SparkMar 2026

How modern is the MAI stack?

Cutting-edge 75/100

MAI scores 75 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: 0; legacy ones: 0.

How common is the MAI stack in its industry?

Share of the 2,941 companies in the same industries, whose stack Alion knows, that use each technology.

Python25%
Spark5%
AWS17%
Amazon Redshift3%
Apache Kafka6%
Azure11%
BigQuery8%
Cassandra1%
Flink2%
GCP12%

Questions about the MAI tech stack

What programming languages does MAI use?

The languages named in MAI job postings are Python (50%), Java (25%), SQL (25%), Scala (25%), as a share of the 4 postings of the last 12 months.

Does MAI use Spark?

Yes. Spark is named in 2 of 4 job postings (50%) and required in 1 of them.

What cloud and platforms does MAI use?

The cloud and platforms named in MAI job postings are Spark (2), AWS (1), Apache Kafka (1) (postings in brackets).

Is the MAI tech stack changing?

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

How modern is the MAI tech stack?

MAI scores 75 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: 0; legacy ones: 0.

How does Alion know the MAI tech stack?

Alion reads every job posting MAI publishes and tags the technologies each one names. The figures on this page count the 4 postings of the last 12 months and were updated on Oct 14, 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, "MAI tech stack: 30 technologies from 4 job postings", as of Oct 14, 2026. https://alion.io/company/mai-11/technologies

Licence: CC BY-SA 4.0JSON