IV.AI
AI Data Analysts & Text-to-SQL · AI Agents

IV.AI tech stack

IV.AI builds mostly with Python, SQL. Its stack also includes Google BigQuery, PostgreSQL, GCP, GitHub. Python is named in 3 of the 5 job postings IV.AI published in the last 12 months (60%). Counted by Alion from the job postings of IV.AI, updated Nov 5, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 5, 2026
Technologies in use
18
Postings analysed
5
Open now
5
Modernity
84 /100
New in 6 months
6

What programming languages does IV.AI use?

Python is named in 60% of job postings at IV.AI, followed by SQL (40%).

Python 3 60% required in 100% · 3 open now · since May 2026
SQL 2 40% required in 100% · 2 open now · since May 2026

What frameworks and libraries does IV.AI use?

Polars is named in 20% of job postings at IV.AI.

Polars 1 20% optional · 1 open now · since Sep 2026

What databases does IV.AI use?

Google BigQuery is named in 60% of job postings at IV.AI, followed by PostgreSQL (60%), Snowflake (20%).

Google BigQuery 3 60% required in 100% · 3 open now · since Sep 2026
PostgreSQL 3 60% required in 67% · 3 open now · since May 2026
Snowflake 1 20% required in 100% · 1 open now · since Sep 2026

What cloud and platforms does IV.AI use?

GCP is named in 40% of job postings at IV.AI, followed by GitHub (20%), Spark (20%).

GCP 2 40% required in 100% · 2 open now · since Sep 2026
GitHub 1 20% optional · 1 open now · since May 2026
Spark 1 20% optional · 1 open now · since Sep 2026

What developer tools does IV.AI use?

dbt is named in 20% of job postings at IV.AI.

dbt 1 20% optional · 1 open now · since Sep 2026

What AI and ML technologies does IV.AI use?

Claude is named in 20% of job postings at IV.AI, followed by LLM (20%).

Claude 1 20% required in 100% · 1 open now · since Sep 2026
LLM 1 20% required in 100% · 1 open now · since Sep 2026

Which engineering practices does IV.AI ask for?

NLP is named in 60% of job postings at IV.AI, followed by AI Agents (40%), Agentic Workflows (40%), ETL/ELT (40%).

NLP 3 60% required in 67% · 3 open now · since Sep 2026
AI Agents 2 40% required in 100% · 2 open now · since Sep 2026
Agentic Workflows 2 40% required in 100% · 2 open now · since Sep 2026
ETL/ELT 2 40% required in 100% · 2 open now · since Sep 2026
Machine Learning 2 40% required in 100% · 2 open now · since May 2026
SLI/SLO/SLA 1 20% required in 100% · 1 open now · since Sep 2026

What does each IV.AI team work with?

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

Data Science

3 postings
Python3
GCP2
Google BigQuery2

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How is the IV.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
AI AgentsSep 2026
Agentic WorkflowsSep 2026
ETL/ELTSep 2026
GCPSep 2026
Google BigQuerySep 2026
NLPSep 2026

How modern is the IV.AI stack?

Cutting-edge AI adopter 84/100

IV.AI scores 84 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 IV.AI stack in its industry?

Share of the 1,417 companies in the same industries, whose stack Alion knows, that use each technology.

Google BigQuery7%
PostgreSQL33%
Python66%
GCP35%
SQL41%
Claude28%
GitHub20%
LLM49%
Polars1%
Snowflake11%

Questions about the IV.AI tech stack

What programming languages does IV.AI use?

The languages named in IV.AI job postings are Python (60%), SQL (40%), as a share of the 5 postings of the last 12 months.

Does IV.AI use GCP?

Yes. GCP is named in 2 of 5 job postings (40%) and required in 2 of them.

What cloud and platforms does IV.AI use?

The cloud and platforms named in IV.AI job postings are GCP (2), GitHub (1), Spark (1) (postings in brackets).

What skills do you need for a Data Science job at IV.AI?

Data Science postings at IV.AI most often require Python (3), GCP (2), Google BigQuery (2), out of 3 postings in the last 12 months.

Is the IV.AI tech stack changing?

Yes. AI Agents, Agentic Workflows, ETL/ELT, GCP first appeared in IV.AI job postings in the last six months.

How modern is the IV.AI tech stack?

IV.AI scores 84 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 IV.AI tech stack?

Alion reads every job posting IV.AI publishes and tags the technologies each one names. The figures on this page count the 5 postings of the last 12 months and were updated on Nov 5, 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, "IV.AI tech stack: 18 technologies from 5 job postings", as of Nov 5, 2026. https://alion.io/company/iv/technologies

Licence: CC BY-SA 4.0JSON