AutomationEdge
MLOps · Senior Living & Assisted Living

AutomationEdge tech stack

AutomationEdge builds mostly with Java, SQL, Python, C#. Its stack also includes Selenium, .NET, Azure, PostgreSQL. Java is named in 10 of the 26 job postings AutomationEdge published in the last 12 months (38%). Counted by Alion from the job postings of AutomationEdge, updated Nov 12, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 12, 2026
Technologies in use
70
Postings analysed
26
Open now
26
Modernity
90 /100
New in 6 months
8

What programming languages does AutomationEdge use?

Java is named in 38% of job postings at AutomationEdge, followed by SQL (31%), Python (27%), C# (27%).

Java 10 38% required in 70% · 10 open now · since Mar 2026
SQL 8 31% required in 75% · 8 open now · since May 2026
Python 7 27% required in 71% · 7 open now · since Mar 2026
C# 7 27% optional · 7 open now · since Mar 2026
JavaScript 3 12% required in 67% · 3 open now · since May 2026
PowerShell 2 8% required in 100% · 2 open now · since Apr 2026
C++ 1 4% required in 100% · 1 open now · since May 2026
PHP 1 4% required in 100% · 1 open now · since May 2026
Show all (9)
TypeScript1

What frameworks and libraries does AutomationEdge use?

Selenium is named in 38% of job postings at AutomationEdge, followed by Angular (4%), AutoGen (4%), CrewAI (4%).

Selenium 10 38% required in 70% · 10 open now · since Apr 2026
Angular 1 4% required in 100% · 1 open now · since May 2026
AutoGen 1 4% required in 100% · 1 open now · since Jul 2026
CrewAI 1 4% required in 100% · 1 open now · since Jul 2026
FAISS 1 4% required in 100% · 1 open now · since Jul 2026
FastAPI 1 4% required in 100% · 1 open now · since Jul 2026
Flask 1 4% required in 100% · 1 open now · since Jul 2026
Hibernate 1 4% required in 100% · 1 open now · since Jul 2026
Show all (14)
LangChain1
LangGraph1
Spring Boot1
Spring Data JPA1
Spring MVC1
Spring Security1

What databases does AutomationEdge use?

PostgreSQL is named in 8% of job postings at AutomationEdge, followed by MS SQL (4%), Milvus (4%), MySQL (4%).

PostgreSQL 2 8% required in 100% · 2 open now · since Jul 2026
MS SQL 1 4% required in 100% · 1 open now · since Oct 2026
Milvus 1 4% required in 100% · 1 open now · since Jul 2026
MySQL 1 4% required in 100% · 1 open now · since Jul 2026
Oracle 1 4% required in 100% · 1 open now · since Jul 2026
Pinecone 1 4% required in 100% · 1 open now · since Jul 2026

What cloud and platforms does AutomationEdge use?

.NET is named in 27% of job postings at AutomationEdge, followed by Azure (23%), Windows (19%), AWS (12%).

.NET 7 27% required in 71% · 7 open now · since Mar 2026
Azure 6 23% required in 83% · 6 open now · since Apr 2026
Windows 5 19% required in 80% · 5 open now · since Apr 2026
AWS 3 12% required in 100% · 3 open now · since Jul 2026
GCP 3 12% required in 100% · 3 open now · since Jul 2026
Active Directory 2 8% required in 100% · 2 open now · since Apr 2026
VMWare 2 8% required in 100% · 2 open now · since Apr 2026
Windows Server 2 8% required in 100% · 2 open now · since Apr 2026
Show all (15)
Azure DevOps2
Kubernetes2
Linux2
Postman2
GitHub Actions1
GitLab CI1
OpenAI1

What developer tools does AutomationEdge use?

Rest API is named in 35% of job postings at AutomationEdge, followed by Microsoft Excel (12%), Docker (8%), Git (8%).

Rest API 9 35% required in 78% · 9 open now · since Apr 2026
Microsoft Excel 3 12% required in 67% · 3 open now · since Mar 2026
Docker 2 8% required in 100% · 2 open now · since Jul 2026
Git 2 8% required in 100% · 2 open now · since Jul 2026
Hyper-V 2 8% required in 100% · 2 open now · since Apr 2026
Model Context Protocol 2 8% optional · 2 open now · since Jul 2026
Gradle 1 4% required in 100% · 1 open now · since Jul 2026
Jenkins 1 4% required in 100% · 1 open now · since Jul 2026
Show all (10)
Maven1
JMeter1

What AI and ML technologies does AutomationEdge use?

LLM is named in 15% of job postings at AutomationEdge, followed by Claude (4%), Gemini (4%), Llama (4%).

LLM 4 15% required in 75% · 4 open now · since Jul 2026
Claude 1 4% required in 100% · 1 open now · since Jul 2026
Gemini 1 4% required in 100% · 1 open now · since Jul 2026
Llama 1 4% required in 100% · 1 open now · since Jul 2026

Which engineering practices does AutomationEdge ask for?

AI Agents is named in 35% of job postings at AutomationEdge, followed by OCR (15%), CI/CD (12%), DHCP (8%).

AI Agents 9 35% required in 67% · 9 open now · since May 2026
OCR 4 15% required in 50% · 4 open now · since Apr 2026
CI/CD 3 12% required in 67% · 3 open now · since Jul 2026
DHCP 2 8% required in 100% · 2 open now · since Apr 2026
DNS 2 8% required in 100% · 2 open now · since Apr 2026
Incident Management 2 8% required in 100% · 2 open now · since Sep 2026
TCP/IP 2 8% required in 100% · 2 open now · since Apr 2026
Function Calling 2 8% optional · 2 open now · since Jul 2026
Show all (12)
Embeddings1
Prompt Engineering1
RAG1
SOAP1

What does each AutomationEdge team work with?

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

Backend

4 postings
Java3
.NET2
AWS2
Azure2
Docker2
GCP2

Industrial Engineering

3 postings
Selenium3
Java2
Rest API2

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How is the AutomationEdge 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
PostmanOct 2026
Incident ManagementSep 2026
PostgreSQLJul 2026
Azure DevOpsJul 2026
LLMJul 2026
AWSJul 2026
GCPJul 2026
CI/CDJul 2026
Not named for 6 months
Active DirectoryApr 2026
DHCPApr 2026
DNSApr 2026
Hyper-VApr 2026
PowerShellApr 2026
TCP/IPApr 2026
VMWareApr 2026
Windows ServerApr 2026

How modern is the AutomationEdge stack?

Cutting-edge AI adopter 90/100

AutomationEdge scores 90 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: 4; legacy ones: 0.

How common is the AutomationEdge stack in its industry?

Share of the 1,170 companies in the same industries, whose stack Alion knows, that use each technology.

Java20%
Selenium5%
SQL43%
.NET9%
C#15%
Python55%
Azure34%
Windows16%
LLM32%
AWS42%

Questions about the AutomationEdge tech stack

What programming languages does AutomationEdge use?

The languages named in AutomationEdge job postings are Java (38%), SQL (31%), Python (27%), C# (27%), JavaScript (12%), as a share of the 26 postings of the last 12 months.

Does AutomationEdge use Selenium?

Yes. Selenium is named in 10 of 26 job postings (38%) and required in 7 of them.

What cloud and platforms does AutomationEdge use?

The cloud and platforms named in AutomationEdge job postings are .NET (7), Azure (6), Windows (5) (postings in brackets).

What skills do you need for a Backend job at AutomationEdge?

Backend postings at AutomationEdge most often require Java (3), .NET (2), AWS (2), Azure (2), out of 4 postings in the last 12 months.

Is the AutomationEdge tech stack changing?

Yes. Postman, Incident Management, PostgreSQL, Azure DevOps first appeared in AutomationEdge job postings in the last six months.

How modern is the AutomationEdge tech stack?

AutomationEdge scores 90 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: 4; legacy ones: 0.

How does Alion know the AutomationEdge tech stack?

Alion reads every job posting AutomationEdge publishes and tags the technologies each one names. The figures on this page count the 26 postings of the last 12 months and were updated on Nov 12, 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, "AutomationEdge tech stack: 70 technologies from 26 job postings", as of Nov 12, 2026. https://alion.io/company/automation-edge/technologies

Licence: CC BY-SA 4.0JSON