UsefulBI
Analytics & BI Consulting · Data Engineering & Migration Services

UsefulBI tech stack

UsefulBI builds mostly with Python, SQL, Bash, Node JS. Its stack also includes AWS, Azure, LangChain, PyTorch. Python is named in 20 of the 20 job postings UsefulBI published in the last 12 months (100%). Counted by Alion from the job postings of UsefulBI, updated Nov 12, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 12, 2026
Technologies in use
96
Postings analysed
20
Open now
7
Modernity
89 /100

What programming languages does UsefulBI use?

Python is named in 100% of job postings at UsefulBI, followed by SQL (55%), Bash (5%), Node JS (5%).

Python 20 100% required in 85% · 7 open now · since Jul 2026
SQL 11 55% required in 64% · 4 open now · since Jul 2026
Bash 1 5% required in 100% · since Jul 2026
Node JS 1 5% required in 100% · 1 open now · since Nov 2026
SAS 1 5% required in 100% · 1 open now · since Sep 2026
JavaScript 1 5% optional · 1 open now · since Nov 2026

What frameworks and libraries does UsefulBI use?

LangChain is named in 55% of job postings at UsefulBI, followed by PyTorch (25%), TensorFlow (25%), FastAPI (25%).

LangChain 11 55% required in 55% · 4 open now · since Jul 2026
PyTorch 5 25% required in 80% · since Jul 2026
TensorFlow 5 25% required in 80% · since Jul 2026
FastAPI 5 25% required in 60% · 2 open now · since Aug 2026
NLTK 4 20% required in 100% · 1 open now · since Jul 2026
FAISS 4 20% required in 75% · 2 open now · since Sep 2026
LangGraph 4 20% required in 75% · 1 open now · since Aug 2026
LlamaIndex 4 20% required in 75% · 2 open now · since Sep 2026
Show all (17)
NumPy4
Pandas4
Scikit-learn4
CrewAI3
Transformers3
spaCy3
Flask2
Keras1
React.js1

What databases does UsefulBI use?

Pinecone is named in 20% of job postings at UsefulBI, followed by Weaviate (20%), Amazon Redshift (15%), DynamoDB (10%).

Pinecone 4 20% required in 75% · 2 open now · since Sep 2026
Weaviate 4 20% required in 75% · 2 open now · since Sep 2026
Amazon Redshift 3 15% required in 100% · 1 open now · since Aug 2026
DynamoDB 2 10% required in 100% · 1 open now · since Aug 2026
ElasticSearch 1 5% required in 100% · 1 open now · since Oct 2026

What cloud and platforms does UsefulBI use?

AWS is named in 100% of job postings at UsefulBI, followed by Azure (55%), GCP (50%), Kubernetes (45%).

AWS 20 100% required in 90% · 7 open now · since Jul 2026
Azure 11 55% required in 82% · 4 open now · since Jul 2026
GCP 10 50% required in 80% · 3 open now · since Jul 2026
Kubernetes 9 45% required in 44% · 3 open now · since Jul 2026
Amazon EKS 8 40% required in 50% · 2 open now · since Jul 2026
OpenAI 7 35% required in 86% · 2 open now · since Jul 2026
GitHub Actions 7 35% required in 43% · 2 open now · since Jul 2026
Amazon EC2 6 30% required in 100% · 2 open now · since Jul 2026
Show all (30)
Amazon S36
Linux6
AWS Bedrock5
AWS Step Functions4
Amazon ECS4
Amazon SageMaker4
MLFlow4
Hugging Face4
AWS Lambda3
Amazon CloudWatch3
Databricks3
Vertex AI3
GitHub3
GitLab CI3
Spark3
Postman2
Datadog2
Grafana2
AWS Fargate1
Amazon EventBridge1
GitLab1
Apache Kafka1

What developer tools does UsefulBI use?

Docker is named in 70% of job postings at UsefulBI, followed by Terraform (40%), Git (30%), Rest API (30%).

Docker 14 70% required in 79% · 4 open now · since Jul 2026
Terraform 8 40% required in 50% · 2 open now · since Jul 2026
Git 6 30% required in 100% · 1 open now · since Jul 2026
Rest API 6 30% required in 100% · 3 open now · since Aug 2026
Jenkins 4 20% required in 75% · 1 open now · since Jul 2026
CloudFormation 3 15% required in 100% · 1 open now · since Jul 2026
pySpark 3 15% required in 67% · 2 open now · since Aug 2026
Prometheus 2 10% required in 50% · 1 open now · since Jul 2026
Show all (11)
AWS CDK1
ArgoCD1
Helm1

What AI and ML technologies does UsefulBI use?

LLM is named in 50% of job postings at UsefulBI, followed by Claude (25%), Gemini (25%), Llama (15%).

LLM 10 50% required in 70% · 3 open now · since Jul 2026
Claude 5 25% required in 100% · 1 open now · since Jul 2026
Gemini 5 25% required in 100% · 1 open now · since Jul 2026
Llama 3 15% required in 100% · 1 open now · since Sep 2026
Mistral 3 15% required in 100% · 1 open now · since Sep 2026
GPT-4 2 10% required in 100% · since Jul 2026
LoRA 2 10% required in 100% · since Jul 2026
PEFT 2 10% required in 100% · since Jul 2026

Which engineering practices does UsefulBI ask for?

CI/CD is named in 60% of job postings at UsefulBI, followed by NLP (55%), RAG (55%), Machine Learning (35%).

CI/CD 12 60% required in 75% · 4 open now · since Jul 2026
NLP 11 55% required in 100% · 3 open now · since Jul 2026
RAG 11 55% required in 64% · 4 open now · since Jul 2026
Machine Learning 7 35% required in 100% · 2 open now · since Jul 2026
Fine-tuning 7 35% required in 86% · 1 open now · since Jul 2026
IAM 6 30% required in 100% · 2 open now · since Jul 2026
Semantic Search 6 30% required in 100% · 1 open now · since Jul 2026
AI Agents 6 30% required in 67% · 2 open now · since Aug 2026
Show all (19)
Prompt Engineering6
Embeddings5
Computer Vision3
ETL/ELT3
Multi-Agent Systems3
Sentiment Analysis3
Platform Engineering2
DNS2
GitOps2
A/B Testing1
Clean Architecture1

What does each UsefulBI team work with?

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

AI/ML

7 postings
AWS6
Python6
Azure5
Docker5
GCP5
Claude4

Data Science

6 postings
AWS5
SQL5
Azure4
Git4
Python4
Databricks3

DevOps

4 postings
AWS4
Amazon EC24
Amazon EKS4
Kubernetes4
Python4
Terraform4

Backend

3 postings
AWS3
Python3
Rest API3
AWS Bedrock2
AWS Lambda2
AWS Step Functions2

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How modern is the UsefulBI stack?

Cutting-edge AI adopter 89/100

UsefulBI scores 89 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: 8; legacy ones: 0.

How common is the UsefulBI stack in its industry?

Share of the 846 companies in the same industries, whose stack Alion knows, that use each technology.

AWS59%
Python70%
Azure61%
LangChain24%
SQL70%
GCP48%
LLM37%
Kubernetes39%
Amazon EKS10%
GitHub Actions20%

What sets UsefulBI apart

NLTK2%
Llama4%
Mistral4%
spaCy1%

Questions about the UsefulBI tech stack

What programming languages does UsefulBI use?

The languages named in UsefulBI job postings are Python (100%), SQL (55%), Bash (5%), Node JS (5%), SAS (5%), as a share of the 20 postings of the last 12 months.

Does UsefulBI use LangChain?

Yes. LangChain is named in 11 of 20 job postings (55%) and required in 6 of them.

What cloud and platforms does UsefulBI use?

The cloud and platforms named in UsefulBI job postings are AWS (20), Azure (11), GCP (10) (postings in brackets).

What skills do you need for a AI/ML job at UsefulBI?

AI/ML postings at UsefulBI most often require AWS (6), Python (6), Azure (5), Docker (5), out of 7 postings in the last 12 months.

Is the UsefulBI tech stack changing?

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

How modern is the UsefulBI tech stack?

UsefulBI scores 89 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: 8; legacy ones: 0.

How does Alion know the UsefulBI tech stack?

Alion reads every job posting UsefulBI publishes and tags the technologies each one names. The figures on this page count the 20 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, "UsefulBI tech stack: 96 technologies from 20 job postings", as of Nov 12, 2026. https://alion.io/company/usefulbi/technologies

Licence: CC BY-SA 4.0JSON