Ayli tech stack

Ayli builds mostly with C#, C++, Python. Its stack also includes SIEM, .NET, LangChain, LangGraph. SIEM is named in 3 of the 5 job postings Ayli published in the last 12 months (60%). Counted by Alion from the job postings of Ayli, updated Oct 11, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 11, 2026
Technologies in use
22
Postings analysed
5
Open now
3
Modernity
80 /100

What programming languages does Ayli use?

C# is named in 20% of job postings at Ayli, followed by C++ (20%), Python (20%).

C# 1 20% required in 100% · 1 open now · since Sep 2026
C++ 1 20% required in 100% · 1 open now · since Sep 2026
Python 1 20% required in 100% · 1 open now · since Aug 2026

What frameworks and libraries does Ayli use?

LangChain is named in 20% of job postings at Ayli, followed by LangGraph (20%).

LangChain 1 20% required in 100% · 1 open now · since Aug 2026
LangGraph 1 20% required in 100% · 1 open now · since Aug 2026

What cloud and platforms does Ayli use?

SIEM is named in 60% of job postings at Ayli, followed by .NET (20%), AWS (20%), AWS Bedrock (20%).

SIEM 3 60% required in 100% · 1 open now · since Aug 2026
.NET 1 20% required in 100% · 1 open now · since Sep 2026
AWS 1 20% required in 100% · 1 open now · since Aug 2026
AWS Bedrock 1 20% required in 100% · 1 open now · since Aug 2026
Azure 1 20% required in 100% · 1 open now · since Sep 2026
Cortex XSOAR 1 20% required in 100% · 1 open now · since Aug 2026
GitLab CI 1 20% required in 100% · 1 open now · since Aug 2026
Splunk 1 20% required in 100% · 1 open now · since Aug 2026

What developer tools does Ayli use?

Model Context Protocol is named in 20% of job postings at Ayli, followed by Rest API (20%), Terraform (20%).

Model Context Protocol 1 20% required in 100% · 1 open now · since Aug 2026
Rest API 1 20% required in 100% · 1 open now · since Aug 2026
Terraform 1 20% required in 100% · 1 open now · since Aug 2026

What AI and ML technologies does Ayli use?

LLM is named in 20% of job postings at Ayli.

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

Which engineering practices does Ayli ask for?

IAM is named in 40% of job postings at Ayli, followed by SLI/SLO/SLA (40%), AI Agents (20%), CI/CD (20%).

IAM 2 40% required in 100% · since Oct 2026
SLI/SLO/SLA 2 40% required in 100% · 2 open now · since Aug 2026
AI Agents 1 20% required in 100% · 1 open now · since Aug 2026
CI/CD 1 20% required in 100% · 1 open now · since Aug 2026
Embeddings 1 20% required in 100% · 1 open now · since Aug 2026

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How modern is the Ayli stack?

Cutting-edge AI adopter 80/100

Ayli 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: 1; legacy ones: 0.

How common is the Ayli stack in its industry?

Share of the 3,776 companies in the same industries, whose stack Alion knows, that use each technology.

SIEM10%
.NET17%
AWS42%
AWS Bedrock6%
Azure46%
C#25%
C++11%
Cortex XSOAR1%
GitLab CI15%
LLM23%

Questions about the Ayli tech stack

What programming languages does Ayli use?

The languages named in Ayli job postings are C# (20%), C++ (20%), Python (20%), as a share of the 5 postings of the last 12 months.

Does Ayli use SIEM?

Yes. SIEM is named in 3 of 5 job postings (60%) and required in 3 of them.

What cloud and platforms does Ayli use?

The cloud and platforms named in Ayli job postings are SIEM (3), .NET (1), AWS (1) (postings in brackets).

Is the Ayli tech stack changing?

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

How modern is the Ayli tech stack?

Ayli 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: 1; legacy ones: 0.

How does Alion know the Ayli tech stack?

Alion reads every job posting Ayli 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 Oct 11, 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, "Ayli tech stack: 22 technologies from 5 job postings", as of Oct 11, 2026. https://alion.io/company/ayli-2/technologies

Licence: CC BY-SA 4.0JSON