Aivar Innovations
Speech & Audio AI · Cloud Consulting & Migration

Aivar Innovations tech stack

Aivar Innovations builds mostly with Python, TypeScript, JavaScript, Java. Its stack also includes AWS, Kubernetes, PyTorch, PostgreSQL. AWS is named in 39 of the 40 job postings Aivar Innovations published in the last 12 months (98%). Counted by Alion from the job postings of Aivar Innovations, updated Nov 12, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 12, 2026
Technologies in use
191
Postings analysed
40
Open now
1
Modernity
81 /100
New in 6 months
8

What programming languages does Aivar Innovations use?

Python is named in 48% of job postings at Aivar Innovations, followed by TypeScript (15%), JavaScript (15%), Java (13%).

Python 19 48% required in 100% · 1 open now · since Apr 2026
TypeScript 6 15% required in 100% · since Apr 2026
JavaScript 6 15% required in 33% · since Apr 2026
Java 5 13% required in 100% · since Jul 2026
Go 4 10% required in 100% · since Aug 2026
Node JS 4 10% required in 100% · since Apr 2026
SQL 2 5% required in 100% · since Aug 2026
Kotlin 1 3% required in 100% · since Sep 2026
Show all (9)
C++1

What frameworks and libraries does Aivar Innovations use?

PyTorch is named in 18% of job postings at Aivar Innovations, followed by TensorFlow (15%), OpenTelemetry (15%), Scikit-learn (13%).

PyTorch 7 18% required in 100% · 1 open now · since Apr 2026
TensorFlow 6 15% required in 100% · 1 open now · since Apr 2026
OpenTelemetry 6 15% required in 83% · since Jul 2026
Scikit-learn 5 13% required in 100% · since Apr 2026
FastAPI 3 8% required in 67% · since Jul 2026
Aiohttp 2 5% required in 100% · since Jul 2026
Asyncio 2 5% required in 100% · since Jul 2026
Celery 2 5% required in 100% · since Jul 2026
Show all (36)
Keras2
LangChain2
React.js2
Triton2
pgvector2
CUDA2
Ray2
AutoGen1
CrewAI1
D3.js1
DeepSpeed1
FSDP1
LangGraph1
Material UI1
Next.js1
Pandas1
Playwright1
Polars1
Ray Serve1
Recharts1
Redux1
Tailwind CSS1
TensorRT-LLM1
Transformers1
Vitest1
Zustand1
shadcn/ui1
Radix UI1

What databases does Aivar Innovations use?

PostgreSQL is named in 15% of job postings at Aivar Innovations, followed by DynamoDB (13%), Redis (10%), ElasticSearch (8%).

PostgreSQL 6 15% required in 67% · since Jul 2026
DynamoDB 5 13% required in 100% · since Jul 2026
Redis 4 10% required in 100% · since Jul 2026
ElasticSearch 3 8% required in 67% · since Jul 2026
Amazon Neptune 2 5% required in 100% · since Jul 2026
Neo4j 2 5% required in 100% · since Jul 2026
ArangoDB 1 3% required in 100% · since Sep 2026
OpenSearch 1 3% required in 100% · since Sep 2026
Show all (10)
Pinecone1
Weaviate1

What cloud and platforms does Aivar Innovations use?

AWS is named in 98% of job postings at Aivar Innovations, followed by Kubernetes (50%), Anthropic (30%), OpenAI (28%).

AWS 39 98% required in 90% · 1 open now · since Apr 2026
Kubernetes 20 50% required in 90% · 1 open now · since Apr 2026
Anthropic 12 30% required in 83% · since Jul 2026
OpenAI 11 28% required in 91% · since Jul 2026
Amazon EKS 10 25% required in 100% · since Apr 2026
Amazon S3 10 25% required in 100% · since Apr 2026
AWS Lambda 9 23% required in 100% · since Apr 2026
GCP 9 23% required in 100% · since Jul 2026
Show all (48)
AWS Bedrock9
Azure7
Amazon EC26
GitHub Actions6
Grafana6
Apache Kafka5
Linux5
Amazon SageMaker5
MLFlow4
Twilio4
API Gateway3
AWS Step Functions3
Amazon CloudWatch3
Deepgram3
ElevenLabs3
GitLab CI3
LiveKit3
GitHub3
Amazon ECS2
Amazon EventBridge2
GitLab2
RabbitMQ2
Vertex AI2
Webflow2
vLLM2
Amazon Kinesis1
Databricks1
Figma1
Google AI Studio1
Hugging Face1
Istio1
LangSmith1

And 8 more, each named in fewer postings.

What developer tools does Aivar Innovations use?

Docker is named in 28% of job postings at Aivar Innovations, followed by Terraform (25%), Prometheus (15%), Model Context Protocol (13%).

Docker 11 28% required in 91% · since Apr 2026
Terraform 10 25% required in 90% · since Jul 2026
Prometheus 6 15% required in 83% · since Jul 2026
Model Context Protocol 5 13% required in 100% · since Apr 2026
Rest API 5 13% required in 100% · since Jul 2026
CloudFormation 4 10% required in 100% · since Jul 2026
Helm 4 10% required in 100% · since Jul 2026
Jenkins 4 10% required in 100% · since Jul 2026
Show all (36)
WebSockets4
GraphQL3
ArgoCD2
DVC2
AWS Trainium2
TensorRT2
Ansible1
Azure Data Factory1
Calico1
Claude Code1
Copilot1
Crossplane1
Cursor1
Envoy1
Falco1
Git1
KServe1
Karpenter1
Keycloak1
Kustomize1
Loki1
OpenAI Codex1
OpenStack1
Triton Inference Server1
Trivy1
WebRTC1
gRPC1
kubectl1

What AI and ML technologies does Aivar Innovations use?

LLM is named in 35% of job postings at Aivar Innovations, followed by Claude (18%), GPT-4 (8%), Whisper (8%).

LLM 14 35% required in 86% · 1 open now · since Apr 2026
Claude 7 18% required in 100% · since Apr 2026
GPT-4 3 8% required in 100% · since Apr 2026
Whisper 3 8% required in 100% · since Apr 2026
LoRA 2 5% required in 50% · 1 open now · since Sep 2026
PEFT 2 5% optional · 1 open now · since Sep 2026
Gemini 1 3% required in 100% · since Sep 2026
Llama 1 3% required in 100% · since Jul 2026
Show all (9)
QLoRA1

Which engineering practices does Aivar Innovations ask for?

CI/CD is named in 40% of job postings at Aivar Innovations, followed by AI Agents (30%), RAG (23%), AIOps (20%).

CI/CD 16 40% required in 100% · since Apr 2026
AI Agents 12 30% required in 92% · 1 open now · since Jul 2026
RAG 9 23% required in 89% · since Jul 2026
AIOps 8 20% required in 100% · since Apr 2026
Prompt Engineering 7 18% required in 100% · since Apr 2026
IAM 6 15% required in 100% · since Jul 2026
Platform Engineering 5 13% required in 40% · since Apr 2026
LLM Guardrails 4 10% required in 100% · since Apr 2026
Show all (43)
Machine Learning4
Text-to-Speech4
Voice Agents4
Agentic Workflows3
Function Calling3
NLP3
Fine-tuning3
Computer Vision2
ETL/ELT2
Hallucination2
Human-in-the-Loop2
LLMOps2
Multimodal AI2
A/B Testing1
Chain-of-Thought1
DNS1
EU AI Act1
FinOps1
GitOps1
GraphRAG1
Knowledge Graph1
LLM Evaluation1
Multi-Agent Systems1
NIST AI RMF1
Self-Healing1
Speech Recognition1
State Management1
Structured Outputs1
Tokenization1
Embeddings1
Knowledge Distillation1
Master Data Management1

And 3 more, each named in fewer postings.

What does each Aivar Innovations team work with?

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

AI/ML

9 postings
Python9
AWS7
Kubernetes7
LLM6
PyTorch6
TensorFlow6

Marketing

7 postings
AWS6
Anthropic4
OpenAI4
Webflow2

Sales

7 postings
AWS7
Anthropic6
OpenAI5
LLM3
Claude2

DevOps

6 postings
Kubernetes6
AWS5
Terraform5
Docker4
GCP4
GitHub Actions4

Backend

5 postings
AWS4
Python4
Rest API4
AWS Lambda3
Amazon EKS3
Amazon S33

Solutions

3 postings
AWS3
AWS Bedrock2
Terraform2

How does your stack fit Aivar Innovations?

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How is the Aivar Innovations 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
LoRASep 2026
PEFTSep 2026
NLPAug 2026
Computer VisionAug 2026
DVCAug 2026
ETL/ELTAug 2026
KerasAug 2026
LLMOpsAug 2026
Rising
Kubernetes35% → 63%
TensorFlow5% → 21%
Rest API5% → 21%
NLP0% → 16%
PyTorch10% → 21%
Model Context Protocol5% → 16%
Scikit-learn5% → 16%
Go5% → 16%
Falling
Terraform35% → 16%
Amazon EC220% → 5%
JavaScript20% → 5%
Linux20% → 5%
API Gateway15% → 0%
Amazon CloudWatch15% → 0%
Function Calling15% → 0%
GitHub15% → 0%

How modern is the Aivar Innovations stack?

Cutting-edge AI adopter 81/100

Aivar Innovations scores 81 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: 9; legacy ones: 0.

How common is the Aivar Innovations stack in its industry?

Share of the 1,794 companies in the same industries, whose stack Alion knows, that use each technology.

AWS62%
Kubernetes47%
Python68%
LLM47%
Anthropic15%
OpenAI25%
Amazon EKS15%
Amazon S320%
AWS Bedrock13%
AWS Lambda17%

What sets Aivar Innovations apart

Twilio2%
Deepgram1%
ElevenLabs1%
GPT-41%
LiveKit1%
Whisper1%

Questions about the Aivar Innovations tech stack

What programming languages does Aivar Innovations use?

The languages named in Aivar Innovations job postings are Python (48%), TypeScript (15%), JavaScript (15%), Java (13%), Go (10%), as a share of the 40 postings of the last 12 months.

Does Aivar Innovations use PyTorch?

Yes. PyTorch is named in 7 of 40 job postings (18%) and required in 7 of them.

What cloud and platforms does Aivar Innovations use?

The cloud and platforms named in Aivar Innovations job postings are AWS (39), Kubernetes (20), Anthropic (12) (postings in brackets).

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

AI/ML postings at Aivar Innovations most often require Python (9), AWS (7), Kubernetes (7), LLM (6), out of 9 postings in the last 12 months.

Is the Aivar Innovations tech stack changing?

Yes. LoRA, PEFT, NLP, Computer Vision first appeared in Aivar Innovations job postings in the last six months.

How modern is the Aivar Innovations tech stack?

Aivar Innovations scores 81 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: 9; legacy ones: 0.

How does Alion know the Aivar Innovations tech stack?

Alion reads every job posting Aivar Innovations publishes and tags the technologies each one names. The figures on this page count the 40 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, "Aivar Innovations tech stack: 191 technologies from 40 job postings", as of Nov 12, 2026. https://alion.io/company/aivar-innovations/technologies

Licence: CC BY-SA 4.0JSON