Numa tech stack

Numa builds mostly with Python. Its stack also includes Anthropic, Deepgram, Dagster, Ray Serve. Python is named in 1 of the 7 job postings Numa published in the last 12 months (14%). Counted by Alion from the job postings of Numa, updated Oct 16, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 16, 2026
Technologies in use
21
Postings analysed
7
Open now
7
Modernity
74 /100

What programming languages does Numa use?

Python is named in 14% of job postings at Numa.

Python 1 14% required in 100% · 1 open now · since Sep 2026

What frameworks and libraries does Numa use?

Dagster is named in 14% of job postings at Numa, followed by Ray Serve (14%), Ray (14%).

Dagster 1 14% required in 100% · 1 open now · since Sep 2026
Ray Serve 1 14% required in 100% · 1 open now · since Sep 2026
Ray 1 14% optional · 1 open now · since Sep 2026

What cloud and platforms does Numa use?

Anthropic is named in 14% of job postings at Numa, followed by Deepgram (14%), ElevenLabs (14%), GCP (14%).

Anthropic 1 14% optional · 1 open now · since Sep 2026
Deepgram 1 14% optional · 1 open now · since Sep 2026
ElevenLabs 1 14% optional · 1 open now · since Sep 2026
GCP 1 14% optional · 1 open now · since Sep 2026
Kubernetes 1 14% optional · 1 open now · since Sep 2026
LiveKit 1 14% optional · 1 open now · since Sep 2026
OpenAI 1 14% optional · 1 open now · since Sep 2026
Vertex AI 1 14% optional · 1 open now · since Sep 2026

What developer tools does Numa use?

Pulumi is named in 14% of job postings at Numa, followed by WebRTC (14%).

Pulumi 1 14% optional · 1 open now · since Sep 2026
WebRTC 1 14% optional · 1 open now · since Sep 2026

What AI and ML technologies does Numa use?

LLM is named in 14% of job postings at Numa.

LLM 1 14% required in 100% · 1 open now · since Sep 2026

Which engineering practices does Numa ask for?

AI Agents is named in 100% of job postings at Numa, followed by Function Calling (14%), Knowledge Graph (14%), Machine Learning (14%).

AI Agents 7 100% required in 100% · 7 open now · since Jul 2026
Function Calling 1 14% required in 100% · 1 open now · since Sep 2026
Knowledge Graph 1 14% required in 100% · 1 open now · since Sep 2026
Machine Learning 1 14% required in 100% · 1 open now · since Sep 2026
Tool Use 1 14% required in 100% · 1 open now · since Sep 2026
Voice Agents 1 14% required in 100% · 1 open now · since Sep 2026

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How modern is the Numa stack?

Modern AI adopter 74/100

Numa scores 74 out of 100 (Modern). 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 Numa stack in its industry?

Share of the 457 companies in the same industries, whose stack Alion knows, that use each technology.

Anthropic1%
Dagster0%
Deepgram0%
ElevenLabs1%
GCP6%
Kubernetes9%
LLM8%
LiveKit0%
OpenAI2%
Python17%

Questions about the Numa tech stack

What programming languages does Numa use?

The languages named in Numa job postings are Python (14%), as a share of the 7 postings of the last 12 months.

What cloud and platforms does Numa use?

The cloud and platforms named in Numa job postings are Anthropic (1), Deepgram (1), ElevenLabs (1) (postings in brackets).

Is the Numa tech stack changing?

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

How modern is the Numa tech stack?

Numa scores 74 out of 100 (Modern). 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 Numa tech stack?

Alion reads every job posting Numa publishes and tags the technologies each one names. The figures on this page count the 7 postings of the last 12 months and were updated on Oct 16, 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, "Numa tech stack: 21 technologies from 7 job postings", as of Oct 16, 2026. https://alion.io/company/numa/technologies

Licence: CC BY-SA 4.0JSON