Ambient AI tech stack

Ambient AI builds mostly with Python, JavaScript, C++, TypeScript. Its stack also includes SentinelOne, AWS, MySQL, PostgreSQL. SentinelOne is named in 29 of the 29 job postings Ambient AI published in the last 12 months (100%). Counted by Alion from the job postings of Ambient AI, updated Sep 27, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 27, 2026
Technologies in use
80
Postings analysed
29
Open now
23
Modernity
80 /100
New in 6 months
8

What programming languages does Ambient AI use?

Python is named in 28% of job postings at Ambient AI, followed by JavaScript (10%), C++ (7%), TypeScript (7%).

Python 8 28% required in 100% · 5 open now · since Jul 2025
JavaScript 3 10% required in 33% · 2 open now · since Nov 2025
C++ 2 7% required in 100% · 1 open now · since Jul 2025
TypeScript 2 7% required in 50% · 2 open now · since Nov 2025
Go 1 3% required in 100% · since Jul 2026
SQL 1 3% required in 100% · 1 open now · since May 2026

What frameworks and libraries does Ambient AI use?

Django is named in 10% of job postings at Ambient AI, followed by React.js (10%), CUDA (7%), NCCL (7%).

Django 3 10% required in 100% · 2 open now · since Nov 2025
React.js 3 10% required in 67% · 2 open now · since Nov 2025
CUDA 2 7% optional · 1 open now · since Jul 2026
NCCL 2 7% optional · 1 open now · since Jul 2026
PyTorch 2 7% optional · 1 open now · since Jul 2025
FastAPI 1 3% required in 100% · 1 open now · since May 2026
Flask 1 3% required in 100% · 1 open now · since May 2026
Triton 1 3% required in 100% · since Jul 2026
Show all (10)
pgvector1
Vue.js1

What databases does Ambient AI use?

MySQL is named in 14% of job postings at Ambient AI, followed by PostgreSQL (14%), Redis (14%), OpenSearch (7%).

MySQL 4 14% required in 100% · 2 open now · since Nov 2025
PostgreSQL 4 14% required in 100% · 2 open now · since Nov 2025
Redis 4 14% required in 100% · 2 open now · since Nov 2025
OpenSearch 2 7% required in 100% · 1 open now · since Apr 2026
Amazon Aurora 1 3% required in 100% · since Jul 2026
Amazon Redshift 1 3% required in 100% · since Jul 2026
BigQuery 1 3% required in 100% · since Jul 2026
Cassandra 1 3% required in 100% · since Jul 2026
Show all (17)
ClickHouse1
CockroachDB1
DynamoDB1
Google BigQuery1
Google Cloud Spanner1
Memcached1
Milvus1
Pinecone1
Snowflake1

What cloud and platforms does Ambient AI use?

SentinelOne is named in 100% of job postings at Ambient AI, followed by AWS (31%), GCP (31%), Azure (21%).

SentinelOne 29 100% required in 100% · 23 open now · since Jun 2025
AWS 9 31% required in 100% · 7 open now · since Nov 2025
GCP 9 31% required in 100% · 7 open now · since Nov 2025
Azure 6 21% required in 100% · 5 open now · since May 2026
Linux 5 17% required in 100% · 4 open now · since Aug 2026
VMWare 5 17% required in 100% · 5 open now · since Jun 2026
Apache Kafka 3 10% required in 67% · 1 open now · since Nov 2025
ActiveMQ 2 7% required in 100% · 1 open now · since Nov 2025
Show all (14)
RabbitMQ2
vLLM2
CUDA Toolkit2
Figma1
Kubernetes1
Spark1

What developer tools does Ambient AI use?

Rest API is named in 17% of job postings at Ambient AI, followed by GraphQL (10%), Claude Code (7%), Triton Inference Server (7%).

Rest API 5 17% required in 100% · 5 open now · since Nov 2025
GraphQL 3 10% required in 100% · 2 open now · since Nov 2025
Claude Code 2 7% required in 100% · 2 open now · since Jul 2026
Triton Inference Server 2 7% required in 100% · 1 open now · since Jul 2026
ONNX 2 7% optional · 1 open now · since Jul 2026
TensorRT 2 7% optional · 1 open now · since Jul 2026
Adobe After Effects 1 3% required in 100% · 1 open now · since Sep 2026
Adobe Photoshop 1 3% required in 100% · 1 open now · since Sep 2026
Show all (12)
Adobe Premiere Pro1
Terraform1
gRPC1
WebSockets1

What AI and ML technologies does Ambient AI use?

LLM is named in 10% of job postings at Ambient AI, followed by ChatGPT (7%).

LLM 3 10% required in 67% · 2 open now · since May 2026
ChatGPT 2 7% required in 100% · 2 open now · since Jul 2026

Which engineering practices does Ambient AI ask for?

AI Agents is named in 100% of job postings at Ambient AI, followed by RAG (14%), Computer Vision (10%), CI/CD (7%).

AI Agents 29 100% required in 100% · 23 open now · since Jun 2025
RAG 4 14% required in 100% · 2 open now · since Apr 2026
Computer Vision 3 10% required in 67% · 2 open now · since Jul 2025
CI/CD 2 7% required in 100% · 1 open now · since Nov 2025
Edge AI 2 7% required in 100% · 1 open now · since Jul 2026
LLM Evaluation 2 7% required in 100% · 1 open now · since Jul 2026
Machine Learning 2 7% required in 100% · 1 open now · since Jul 2026
Multimodal AI 2 7% required in 100% · 1 open now · since Jul 2025
Show all (19)
Quantization2
TCP/IP2
Human-in-the-Loop2
Knowledge Distillation2
Model Distillation2
Speculative Decoding2
Embeddings1
Fine-tuning1
Platform Engineering1
Time Series Forecasting1
Feature Store1

What does each Ambient AI team work with?

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

Solutions

7 postings
SentinelOne7
AWS5
Azure5
GCP5
Linux5
ChatGPT2

Backend

5 postings
Python5
SentinelOne5
AWS3
Django3
GCP3
GraphQL3

Sales

5 postings
SentinelOne5
VMWare3

Operations

4 postings
SentinelOne4
VMWare2

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How much does Ambient AI pay by technology?

Median stated pay of the postings that name each technology, against the median of all Ambient AI postings with stated pay: $158k across 26 postings.

TechnologyPostings with payMedianvs company median
SentinelOne26$158k0%
AWS7$150k−5%
GCP7$150k−5%
Azure6$150k−5%
VMWare5$215k+37%
Python5$205k+30%
Linux5$150k−5%

How is the Ambient 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
LinuxAug 2026
Edge AIJul 2026
LLM EvaluationJul 2026
Machine LearningJul 2026
Triton Inference ServerJul 2026
vLLMJul 2026
CUDAJul 2026
CUDA ToolkitJul 2026

How modern is the Ambient AI stack?

Cutting-edge AI adopter 80/100

Ambient AI scores 80 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 Ambient AI stack in its industry?

Share of the 279 companies in the same industries, whose stack Alion knows, that use each technology.

SentinelOne1%
AWS41%
GCP27%
Python63%
Azure27%
Linux40%
VMWare5%
MySQL13%
PostgreSQL33%
Redis13%

What sets Ambient AI apart

SentinelOne1%

Questions about the Ambient AI tech stack

What programming languages does Ambient AI use?

The languages named in Ambient AI job postings are Python (28%), JavaScript (10%), C++ (7%), TypeScript (7%), Go (3%), as a share of the 29 postings of the last 12 months.

Does Ambient AI use Django?

Yes. Django is named in 3 of 29 job postings (10%) and required in 3 of them.

What cloud and platforms does Ambient AI use?

The cloud and platforms named in Ambient AI job postings are SentinelOne (29), AWS (9), GCP (9) (postings in brackets).

What skills do you need for a Solutions job at Ambient AI?

Solutions postings at Ambient AI most often require SentinelOne (7), AWS (5), Azure (5), GCP (5), out of 7 postings in the last 12 months.

Is the Ambient AI tech stack changing?

Yes. Linux, Edge AI, LLM Evaluation, Machine Learning first appeared in Ambient AI job postings in the last six months.

How modern is the Ambient AI tech stack?

Ambient AI scores 80 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 Ambient AI tech stack?

Alion reads every job posting Ambient AI publishes and tags the technologies each one names. The figures on this page count the 29 postings of the last 12 months and were updated on Sep 27, 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, "Ambient AI tech stack: 80 technologies from 29 job postings", as of Sep 27, 2026. https://alion.io/company/ambient/technologies

Licence: CC BY-SA 4.0JSON