WitnessAI tech stack

WitnessAI builds mostly with Python. Its stack also includes Zscaler, IBM QRadar, PyTorch, Pytest. Zscaler is named in 3 of the 6 job postings WitnessAI published in the last 12 months (50%). Counted by Alion from the job postings of WitnessAI, updated Oct 23, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 23, 2026
Technologies in use
30
Postings analysed
6
Open now
4
Modernity
69 /100

What programming languages does WitnessAI use?

Python is named in 33% of job postings at WitnessAI.

Python 2 33% required in 100% · 2 open now · since Jun 2026

What frameworks and libraries does WitnessAI use?

PyTorch is named in 17% of job postings at WitnessAI, followed by Pytest (17%).

PyTorch 1 17% required in 100% · 1 open now · since Sep 2026
Pytest 1 17% required in 100% · 1 open now · since Sep 2026

What cloud and platforms does WitnessAI use?

Zscaler is named in 50% of job postings at WitnessAI, followed by IBM QRadar (33%), SIEM (33%), Splunk (33%).

Zscaler 3 50% required in 100% · 1 open now · since Jun 2026
IBM QRadar 2 33% required in 100% · since Jul 2026
SIEM 2 33% required in 100% · since Jul 2026
Splunk 2 33% required in 100% · since Jul 2026
Windows 2 33% required in 100% · since Jul 2026
AWS 2 33% required in 50% · 2 open now · since Sep 2026
Azure 2 33% required in 50% · 2 open now · since Sep 2026
GCP 2 33% required in 50% · 2 open now · since Sep 2026
Show all (14)
Apache Kafka1
Crowdstrike1
Kubernetes1
SentinelOne1
Spark1
DLP1

What developer tools does WitnessAI use?

Docker is named in 17% of job postings at WitnessAI, followed by Tcpdump (17%).

Docker 1 17% required in 100% · 1 open now · since Sep 2026
Tcpdump 1 17% required in 100% · 1 open now · since Jun 2026

Which engineering practices does WitnessAI ask for?

DNS is named in 33% of job postings at WitnessAI, followed by TCP/IP (33%), Anomaly Detection (17%), CI/CD (17%).

DNS 2 33% required in 100% · 2 open now · since Jun 2026
TCP/IP 2 33% required in 100% · 2 open now · since Jun 2026
Anomaly Detection 1 17% required in 100% · 1 open now · since Sep 2026
CI/CD 1 17% required in 100% · 1 open now · since Sep 2026
DHCP 1 17% required in 100% · 1 open now · since Jun 2026
Knowledge Graph 1 17% required in 100% · 1 open now · since Sep 2026
LLM Guardrails 1 17% required in 100% · since Jul 2026
Machine Learning 1 17% required in 100% · 1 open now · since Sep 2026
Show all (11)
NLP1
VPN1
Explainable AI1

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How modern is the WitnessAI stack?

Modern 69/100

WitnessAI scores 69 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: 0; legacy ones: 0.

How common is the WitnessAI stack in its industry?

Share of the 808 companies in the same industries, whose stack Alion knows, that use each technology.

Zscaler6%
AWS62%
Azure58%
GCP47%
IBM QRadar6%
Python72%
SIEM36%
Splunk21%
Windows49%
Apache Kafka29%

Questions about the WitnessAI tech stack

What programming languages does WitnessAI use?

The languages named in WitnessAI job postings are Python (33%), as a share of the 6 postings of the last 12 months.

Does WitnessAI use Zscaler?

Yes. Zscaler is named in 3 of 6 job postings (50%) and required in 3 of them.

What cloud and platforms does WitnessAI use?

The cloud and platforms named in WitnessAI job postings are Zscaler (3), IBM QRadar (2), SIEM (2) (postings in brackets).

Is the WitnessAI tech stack changing?

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

How modern is the WitnessAI tech stack?

WitnessAI scores 69 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: 0; legacy ones: 0.

How does Alion know the WitnessAI tech stack?

Alion reads every job posting WitnessAI publishes and tags the technologies each one names. The figures on this page count the 6 postings of the last 12 months and were updated on Oct 23, 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, "WitnessAI tech stack: 30 technologies from 6 job postings", as of Oct 23, 2026. https://alion.io/company/witnessai/technologies

Licence: CC BY-SA 4.0JSON