UsefulBI tech stack

UsefulBI builds mostly with Python, SQL, SAS. Its stack also includes AWS, Azure, LangChain, FastAPI. Python is named in 14 of the 14 job postings UsefulBI published in the last 12 months (100%). Counted by Alion from the job postings of UsefulBI, updated Sep 26, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 26, 2026
Technologies in use
81
Postings analysed
14
Open now
10
Modernity
89 /100

What programming languages does UsefulBI use?

Python is named in 100% of job postings at UsefulBI, followed by SQL (71%), SAS (7%).

Python 14 100% required in 86% · 10 open now · since Jul 2026
SQL 10 71% required in 60% · 7 open now · since Jul 2026
SAS 1 7% required in 100% · 1 open now · since Sep 2026

What frameworks and libraries does UsefulBI use?

LangChain is named in 64% of job postings at UsefulBI, followed by FastAPI (36%), PyTorch (29%), TensorFlow (29%).

LangChain 9 64% required in 67% · 6 open now · since Jul 2026
FastAPI 5 36% required in 60% · 5 open now · since Aug 2026
PyTorch 4 29% required in 100% · 1 open now · since Jul 2026
TensorFlow 4 29% required in 100% · 1 open now · since Jul 2026
NumPy 4 29% required in 75% · 1 open now · since Jul 2026
Pandas 4 29% required in 75% · 1 open now · since Jul 2026
Scikit-learn 4 29% required in 75% · 1 open now · since Jul 2026
CrewAI 3 21% required in 100% · 3 open now · since Sep 2026
Show all (16)
FAISS3
LangGraph3
LlamaIndex3
NLTK3
Transformers3
spaCy3
Flask2
Keras1

What databases does UsefulBI use?

Amazon Redshift is named in 21% of job postings at UsefulBI, followed by Pinecone (21%), Weaviate (21%), DynamoDB (14%).

Amazon Redshift 3 21% required in 100% · 3 open now · since Aug 2026
Pinecone 3 21% required in 100% · 3 open now · since Sep 2026
Weaviate 3 21% required in 100% · 3 open now · since Sep 2026
DynamoDB 2 14% required in 100% · 2 open now · since Aug 2026

What cloud and platforms does UsefulBI use?

AWS is named in 100% of job postings at UsefulBI, followed by Azure (71%), GCP (64%), OpenAI (43%).

AWS 14 100% required in 86% · 10 open now · since Jul 2026
Azure 10 71% required in 80% · 7 open now · since Jul 2026
GCP 9 64% required in 78% · 6 open now · since Jul 2026
OpenAI 6 43% required in 100% · 3 open now · since Jul 2026
AWS Bedrock 5 36% required in 100% · 2 open now · since Jul 2026
Linux 4 29% required in 100% · 3 open now · since Jul 2026
Amazon EKS 4 29% required in 25% · 3 open now · since Jul 2026
GitHub Actions 4 29% required in 25% · 3 open now · since Jul 2026
Show all (24)
Kubernetes4
AWS Lambda3
AWS Step Functions3
Amazon EC23
Amazon S33
Amazon SageMaker3
Hugging Face3
MLFlow3
Vertex AI3
GitHub3
Amazon ECS2
Databricks2
Postman2
Spark2
Amazon CloudWatch1
GitLab CI1

What developer tools does UsefulBI use?

Docker is named in 64% of job postings at UsefulBI, followed by Rest API (36%), Git (29%), Terraform (29%).

Docker 9 64% required in 89% · 6 open now · since Jul 2026
Rest API 5 36% required in 100% · 5 open now · since Aug 2026
Git 4 29% required in 100% · 1 open now · since Jul 2026
Terraform 4 29% required in 25% · 3 open now · since Jul 2026
pySpark 2 14% required in 50% · 2 open now · since Aug 2026
Jenkins 1 7% required in 100% · since Jul 2026
ArgoCD 1 7% optional · 1 open now · since Aug 2026
Helm 1 7% optional · 1 open now · since Aug 2026

What AI and ML technologies does UsefulBI use?

LLM is named in 57% of job postings at UsefulBI, followed by Claude (36%), Gemini (36%), Llama (21%).

LLM 8 57% required in 75% · 5 open now · since Jul 2026
Claude 5 36% required in 100% · 3 open now · since Jul 2026
Gemini 5 36% required in 100% · 3 open now · since Jul 2026
Llama 3 21% required in 100% · 3 open now · since Sep 2026
Mistral 3 21% required in 100% · 3 open now · since Sep 2026
GPT-4 2 14% required in 100% · since Jul 2026
LoRA 2 14% required in 100% · since Jul 2026
PEFT 2 14% required in 100% · since Jul 2026

Which engineering practices does UsefulBI ask for?

NLP is named in 64% of job postings at UsefulBI, followed by RAG (64%), Fine-tuning (50%), CI/CD (50%).

NLP 9 64% required in 100% · 6 open now · since Jul 2026
RAG 9 64% required in 67% · 6 open now · since Jul 2026
Fine-tuning 7 50% required in 86% · 4 open now · since Jul 2026
CI/CD 7 50% required in 57% · 6 open now · since Jul 2026
Semantic Search 6 43% required in 100% · 3 open now · since Jul 2026
Semantic Search 6 43% required in 100% · 3 open now · since Jul 2026
AI Agents 6 43% required in 67% · 6 open now · since Aug 2026
Machine Learning 5 36% required in 100% · 4 open now · since Jul 2026
Show all (18)
Prompt Engineering5
Embeddings3
IAM3
Multi-Agent Systems3
Sentiment Analysis3
Computer Vision2
ETL/ELT2
A/B Testing1
Clean Architecture1
GitOps1

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

6 postings
Python6
AWS5
Azure5
GCP5
Claude4
Docker4

Data Science

5 postings
AWS4
SQL4
Azure3
Git3
Python3
AWS Bedrock2

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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 269 companies in the same industries, whose stack Alion knows, that use each technology.

AWS62%
Python77%
Azure66%
SQL75%
GCP52%
LangChain32%
LLM45%
OpenAI25%
AWS Bedrock16%
Claude24%

What sets UsefulBI apart

NLTK3%
spaCy1%

Questions about the UsefulBI tech stack

What programming languages does UsefulBI use?

The languages named in UsefulBI job postings are Python (100%), SQL (71%), SAS (7%), as a share of the 14 postings of the last 12 months.

Does UsefulBI use LangChain?

Yes. LangChain is named in 9 of 14 job postings (64%) and required in 6 of them.

What cloud and platforms does UsefulBI use?

The cloud and platforms named in UsefulBI job postings are AWS (14), Azure (10), GCP (9) (postings in brackets).

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

AI/ML postings at UsefulBI most often require Python (6), AWS (5), Azure (5), GCP (5), out of 6 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 14 postings of the last 12 months and were updated on Sep 26, 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: 81 technologies from 14 job postings", as of Sep 26, 2026. https://alion.io/company/usefulbi/technologies

Licence: CC BY-SA 4.0JSON