Headquartered in Jersey City, New Jersey, AvePoint is a global provider of enterprise cloud data management and governance solutions. The company specializes in data migration, backup protection, security compliance, and lifecycle management for platforms such as Microsoft 365, Salesforce, and Google Workspace. By automating administrative workflows and risk mitigation, it helps organizations secure their digital collaboration environments and optimize SaaS infrastructure.
HQ: Jersey City, United States • Artificial Intelligence • Cybersecurity • 1001-5000 employees
≈ $8k – $21k per year (Estimated) • Junior • 1+ year exp • Remote/Hybrid (Manila, Philippines) • Bachelor's Degree • Junior
SQL
DevOps
Azure
Windows Server
$250k – $300k per year • Equity • Executive • 15+ years exp • In office (New York, United States) • Architect
Databricks
Microsoft Fabric
Snowflake
AI/ML
AI Agents
DevOps
AWS
Azure
$180k – $230k per year • Equity • Senior • 5+ years exp • In office (Arlington, United States) • Senior
C#
Python
TypeScript
Databases
Chroma
Milvus
Pinecone
Weaviate
AI/ML
AI Agents
Anthropic
AWS Bedrock
EU AI Act
Function Calling
ISO 42001
LangChain
LLM
Model Context Protocol
NIST AI RMF
OpenAI
RAG
Semantic Kernel
DevOps
AWS
Azure
GCP
Marketing
Salesforce
Observe. AI is an AI & NLP-enabled voice assistant platform for call centers. It empowers, assists call agents to perform their jobs better. Backed by Nexus Venture Partner, Y Combinator, and other investors.
Bengaluru • Redwood City • AI Agents • Speech & Audio AI • Artificial Intelligence • Est. 2017
≈ $32k – $73k per year (Estimated) • Lead • 8+ years exp • In office (Bengaluru, India) • Staff
Multimodal AI
NLP
PyTorch
Reinforcement Learning
RLHF
TensorFlow
Recommender Systems
DevOps
AWS
Azure
CI/CD
Docker
GCP
Kubernetes
Cybersecurity
HIPAA
Provectus is a global technology consulting firm that specializes in delivering innovative software solutions to businesses of all sizes. We have a proven track record of success in helping our clients achieve their strategic goals by leveraging our deep expertise in cloud computing, big data, and artificial intelligence. Provectus is a trusted partner for organizations looking to transform their digital landscape and gain a competitive advantage in today's dynamic marketplace.
HQ: New York, United States • System Integration • Biotechnology • Data & Analytics • Est. 2010
$120k – $200k per year • Staff+ • 8+ years exp • San Francisco • Remote (United States) • Full-Time • Architect • English: C1
Python
TypeScript
Databases
Amazon Neptune
Neo4j
AI/ML
Claude
Claude Code
LLM
Anthropic
AI Agents
ChatGPT
Fine-tuning
Knowledge Distillation
MLFlow
PyTorch
Amazon SageMaker
Edge AI
LLM Evaluation
DevOps
AWS
Azure
CI/CD
GCP
Kubernetes
Amazon ECS
AWS CDK
CloudFormation
Terraform
≈ $108k – $237k per year (Estimated) • Staff+ • 8+ years exp • Medellín • Remote (Colombia) • Full-Time • Architect
Python
TypeScript
Databases
Amazon Neptune
Neo4j
AI/ML
Claude
Claude Code
LLM
Anthropic
AI Agents
ChatGPT
Fine-tuning
Knowledge Distillation
MLFlow
PyTorch
Amazon SageMaker
Edge AI
LLM Evaluation
DevOps
AWS
Azure
CI/CD
GCP
Kubernetes
Amazon ECS
AWS CDK
CloudFormation
Terraform
Senior • 5+ years exp • Remote (Bosnia and Herzegovina, Bulgaria, Croatia, Czech Republic, Montenegro) • Full-Time • Senior
Python
TypeScript
Go
Rust
AI/ML
AWS Bedrock
Claude
Claude Code
LLM
RAG
Anthropic
AWS Bedrock AgentCore
LLM Guardrails
OpenAI
AI Agents
Function Calling
AgentOps
Airflow
NLP
Spark
A2A
LLM Evaluation
LLMOps
Model Context Protocol
DevOps
AWS
AWS Lambda
Azure
GCP
Amazon ECS
Amazon S3
CI/CD
GitHub Actions
GitLab CI
Kubernetes
GitHub
GitLab
DataArt is a global software and IT consultancy that helps 400+ enterprise clients, including many Fortune 500 companies, build, modernize and scale digital products, cloud platforms, data systems and AI solutions.
Bengaluru • Wrocław • Łódź • Hyderabad • Travel & Tourism • Software • Data & Analytics • Est. 1997
≈ $24k – $63k per year (Estimated) • Senior • 10+ years exp • In office (Bengaluru, India) • Senior
C#
SQL
C#
.NET
DevOps
Azure
Rest API
≈ $24k – $61k per year (Estimated) • Senior • In office (Bengaluru, India) • Senior
Bash
PowerShell
Python
DevOps
Azure
Azure AKS
Azure DevOps
Bicep
CI/CD
Crossplane
Kubernetes
Platform Engineering
Terraform
Cybersecurity
Microsoft Entra ID
H&M Group is a Swedish multinational fashion and design company founded in 1947 and headquartered in Stockholm. The corporate parent operates a global portfolio of lifestyle brands - including H&M, COS, Weekday, Monki, & Other Stories, and ARKET - serving customers across thousands of physical stores and online markets worldwide. The organization focuses on making clothing and home design accessible while heavily investing in circular business models, sustainable textiles, and supply chain transparency.
Berlin • Stockholm • Gothenburg • Bengaluru • Kuala Lumpur • Consumer Goods • Commerce • E-commerce Platforms • Apparel & Fashion • Est. 1947
≈ $12k – $45k per year (Estimated) • Middle • 3+ years exp • Remote/Hybrid (Bengaluru, India) • Full-Time • Senior • English
SQL
DevOps
Azure
Splunk
Management
UiPath
≈ $21k – $52k per year (Estimated) • Senior • 7+ years exp • Remote/Hybrid (Bengaluru, India) • Bachelor's Degree • Full-Time • Senior
SQL
TypeScript
DevOps
Azure
Git
CI/CD
Management
Power Apps
Power Automate
≈ $49k – $123k per year (Estimated) • Senior • In office (Stockholm, Sweden) • Full-Time • Senior
AWS
Azure
Bicep
CI/CD
GCP
GitHub Actions
GitOps
gRPC
Kubernetes
Platform Engineering
GitHub
ArgoCD
Azure AKS
cert-manager
Crossplane
Envoy
External Secrets
Helm
KEDA
OpenTelemetry
Cybersecurity
Kyverno
Meraki Labs is a venture studio based in Bengaluru, India, founded in 2023 by industry veterans Mukesh Bansal and Peeyush Ranjan. The organization functions as both an incubator and a catalyst, offering hands-on operational support, strategic mentorship, and pre-seed or seed-stage investment to early-stage startups. It focuses on developing high-impact companies across various sectors, utilizing a venture studio model to guide founders from initial concept through prototype development and market entry.
HQ: Bengaluru, India • Software • Professional Services • Financial Services • Business Development • Venture Capital • Est. 2023
≈ $35k – $85k per year (Estimated) • Lead • 5+ years exp • In office (Bengaluru, India) • Staff
Python
Databases
FAISS
Milvus
Pinecone
Weaviate
AI/ML
AI Agents
Embeddings
NLP
PyTorch
RAG
Scikit-learn
TensorFlow
LangChain
LlamaIndex
LLM
Hugging Face
OpenAI
DevOps
AWS
Azure
CI/CD
Docker
GCP
Kubernetes
≈ $20k – $50k per year (Estimated) • Middle • 3+ years exp • Remote (India) • Internship • Middle
Python
AI/ML
Fine-tuning
LLM
NLP
PyTorch
RAG
TensorFlow
Hugging Face
Recommender Systems
DevOps
AWS
Azure
GCP
≈ $23k – $63k per year (Estimated) • Middle • 4+ years exp • In office (Gurgaon, India) • Middle
Python
SQL
Python
FastAPI
Flask
Databases
Chroma
FAISS
Milvus
Pinecone
Weaviate
AI/ML
AI Agents
AutoGen
AWS Bedrock
Claude
CrewAI
Embeddings
Fine-tuning
LangChain
LangGraph
Llama
LlamaIndex
NLP
Prompt Engineering
PyTorch
RAG
Vertex AI
Transformers
Anthropic
OpenAI
LoRA
Model Context Protocol
Multimodal AI
PEFT
LLM Guardrails
DevOps
AWS
Azure
CI/CD
Docker
GCP
Kubernetes
Vector
Smiths Group is a major British multinational industrial engineering conglomerate headquartered in London, United Kingdom, with a history spanning 175 years. Operating in around 50 countries, the company specializes in advanced technologies for flow management, thermal solutions, and engineered systems. Its core operational divisions include John Crane (mission-critical mechanical seals, filtration, and rotating equipment components for energy and process industries) and Flex-Tek (engineered heating components, specialized tubing, and fluid management systems for aerospace, HVAC, and industrial markets).
Washington • London • Linz • Sydney • Rio de Janeiro • Science & Engineering • Industrial Machinery • Manufacturing • 5000+ employees
≈ $15k – $40k per year (Estimated) • Junior • 1+ year exp • In office (Bengaluru, India) • Bachelor's Degree • Full-Time • Junior
Go
Python
Java
JavaScript
TypeScript
Java
Spring Boot
Databases
PostgreSQL
Redis
Frontend
Angular
Mobile
JUnit
DevOps
AWS
Azure
CI/CD
Docker
GCP
Git
Kubernetes
Grafana
gRPC
QA
Jest
Pytest
≈ $42k – $80k per year (Estimated) • In office (Rouen, France) • Full-Time • Senior • French: C1
≈ $23k – $61k per year (Estimated) • Senior • 4+ years exp • In office (Bengaluru, India) • Bachelor's Degree • Full-Time • Senior
Go
JavaScript
Python
TypeScript
Java
Go
Testify
Java
Spring Boot
Databases
PostgreSQL
Redis
Frontend
Angular
Web Components
Mobile
JUnit
DevOps
AWS
Azure
CI/CD
Docker
GCP
Git
gRPC
Kubernetes
Grafana
QA
Jest
Pytest
Geotab is a Canadian telematics company founded in 2000 and based in the Greater Toronto Area. Its platform connects millions of commercial vehicles for fleet analytics. The company is one of the largest telematics providers in the world.
HQ: Mississauga, Canada • Artificial Intelligence • Transportation & Logistics • Data & Analytics • 201-500 employees • Est. 2000
≈ $71k – $166k per year (Estimated) • Junior • 1+ year exp • In office • Bachelor's Degree • Internship • Junior
C#
JavaScript
Python
SQL
TypeScript
C#
.NET
Databases
Google BigQuery
DevOps
AWS
Azure
GCP
≈ $33k – $85k per year (Estimated) • Senior • 3+ years exp • In office (Atlanta, United States) • Full-Time • Senior
Python
Databases
Google BigQuery
AI/ML
CrewAI
Fine-tuning
LangGraph
LiteLLM
LangChain
AWS Bedrock
Ray
Vertex AI
DevOps
AWS
Azure
Docker
GCP
Kubernetes
OpenShift
≈ $92k – $200k per year (Estimated) • Senior • 3+ years exp • In office • Full-Time • Senior
Python
Databases
Google BigQuery
AI/ML
CrewAI
Fine-tuning
LangGraph
LiteLLM
LangChain
AWS Bedrock
Ray
Vertex AI
DevOps
AWS
Azure
Docker
GCP
Kubernetes
OpenShift
Alaan is a Dubai spend management company founded in 2022 that issues corporate cards with built in expense controls. Its platform automates receipt capture, value added tax compliance and accounting reconciliation for finance teams in the Gulf. Backed by Y Combinator and regional venture funds, it serves thousands of businesses across the United Arab Emirates and Saudi Arabia.
HQ: Dubai, United Arab Emirates • Logistics • Banking • Real Estate • 51-200 employees • Est. 2022
$32k – $48k per year • Senior • 4+ years exp • In office (Bengaluru, India) • Full-Time • Senior
JavaScript
Node JS
Python
Node JS
Nest.JS
Databases
Memcached
MySQL
PostgreSQL
Redis
DevOps
AWS
Azure
CI/CD
Docker
GCP
Git
Kubernetes
QA
Jest
Mocha
Respeecher is a Ukrainian company founded in 2018 that performs speech-to-speech voice conversion for film, games and localisation. Its technology recreated well-known voices in major studio productions with the consent of the performers or their estates, and it is used to preserve a character's voice across languages. The company emphasises ethical licensing controls over who may be synthesised.
HQ: Kyiv, Ukraine • Media & Entertainment • Speech & Audio AI • Artificial Intelligence • Est. 2018
≈ $90k – $219k per year (Estimated) • Senior • 6+ years exp • Remote (Ukraine) • Bachelor's Degree • Contractor • Senior
Python
SQL
TypeScript
Python
Django
FastAPI
Flask
AI/ML
Copilot
Cursor
Claude
Frontend
GraphQL
Redux
Mobile
State Management
DevOps
CI/CD
Rest API
WebSockets
GitHub
AWS
Azure
Docker
GCP
Git
Our core values tell our story:Excellence. Creativity. Integrity. Teamwork. Empathy.
San Diego • Zurich • Artificial Intelligence • Design & Creative • Financial Services • Software • IT Consulting • Information Technology • 201-500 employees
≈ $117k – $256k per year (Estimated) • Staff+ • 5+ years exp • Remote/Hybrid • Bachelor's Degree • Architect
JavaScript
Python
TypeScript
Databases
Databricks
ElasticSearch
OpenSearch
PostgreSQL
Snowflake
pgvector
Pinecone
Weaviate
AI/ML
AI Agents
Claude
Embeddings
Function Calling
Hybrid Search
LLM
Model Context Protocol
RAG
Reranking
Anthropic
Context Engineering
Human-in-the-Loop
LLMOps
Structured Outputs
Claude Code
Kubeflow
LangChain
LangGraph
LlamaIndex
MLFlow
Semantic Kernel
Vertex AI
Amazon SageMaker
LLM Guardrails
OpenAI
OpenAI Agents SDK
DevOps
AWS
Azure
Bicep
CI/CD
CloudFormation
Configuration Management
Docker
GCP
Git
Incident Management
Kubernetes
Platform Engineering
Pulumi
Rest API
Terraform
Vector
ArgoCD
Azure DevOps
FinOps
GitHub Actions
GitLab CI
Helm
Jenkins
GitHub
GitLab
Cybersecurity
Least Privilege
Analytics
ETL/ELT
Management
ServiceNow
≈ $155k – $313k per year (Estimated) • Staff+ • 5+ years exp • Remote/Hybrid • Bachelor's Degree • Architect
JavaScript
Python
TypeScript
Databases
Databricks
ElasticSearch
OpenSearch
PostgreSQL
Snowflake
pgvector
Pinecone
Weaviate
AI/ML
AI Agents
Claude
Embeddings
Function Calling
Hybrid Search
LLM
Model Context Protocol
RAG
Reranking
Anthropic
Context Engineering
Human-in-the-Loop
LLMOps
Structured Outputs
Claude Code
Kubeflow
LangChain
LangGraph
LlamaIndex
MLFlow
Semantic Kernel
Vertex AI
Amazon SageMaker
LLM Guardrails
OpenAI
OpenAI Agents SDK
DevOps
AWS
Azure
Bicep
CI/CD
CloudFormation
Configuration Management
Docker
GCP
Git
Incident Management
Kubernetes
Platform Engineering
Pulumi
Rest API
Terraform
Vector
ArgoCD
Azure DevOps
FinOps
GitHub Actions
GitLab CI
Helm
Jenkins
GitHub
GitLab
Cybersecurity
Least Privilege
Analytics
ETL/ELT
Management
ServiceNow
≈ $133k – $258k per year (Estimated) • Senior • 5+ years exp • Remote/Hybrid • Bachelor's Degree • Senior
JavaScript
Python
TypeScript
Databases
Databricks
ElasticSearch
OpenSearch
PostgreSQL
Snowflake
pgvector
Pinecone
Weaviate
AI/ML
AI Agents
Claude
Embeddings
Function Calling
Hybrid Search
LLM
Model Context Protocol
RAG
Reranking
Anthropic
Context Engineering
Human-in-the-Loop
LLMOps
Structured Outputs
Claude Code
Kubeflow
LangChain
LangGraph
LlamaIndex
MLFlow
Semantic Kernel
Vertex AI
Amazon SageMaker
LLM Guardrails
OpenAI
OpenAI Agents SDK
DevOps
AWS
Azure
Bicep
CI/CD
CloudFormation
Configuration Management
Docker
GCP
Git
Incident Management
Kubernetes
Platform Engineering
Pulumi
Rest API
Terraform
Vector
ArgoCD
Azure DevOps
FinOps
GitHub Actions
GitLab CI
Helm
Jenkins
GitHub
GitLab
Cybersecurity
Least Privilege
Analytics
ETL/ELT
Management
ServiceNow
Quantium provides data science, analytics and artificial intelligence services. Its work combines retail transaction data with modelling for large corporates. The company also builds decision platforms for retailers and banks.
HQ: Sydney, Australia • Analytics Platforms • Artificial Intelligence • Data & Analytics • 1001-5000 employees • Est. 2002
≈ $97k – $232k per year (Estimated) • Lead • 7+ years exp • Sydney • Remote (Australia) • Staff
Python
AI/ML
LangChain
LangGraph
Vertex AI
DevOps
AWS
Azure
CI/CD
GCP
≈ $87k – $199k per year (Estimated) • Lead • In office (Sydney, Australia) • Staff
Python
SQL
Databases
Databricks
DevOps
Azure
GCP
≈ $52k – $148k per year (Estimated) • Junior • 2+ years exp • Sydney • Remote (Australia) • Junior
Python
SQL
AI/ML
LangChain
LangGraph
LLM
Vertex AI
DevOps
AWS
Azure
Docker
GCP
Analytics
A/B Testing
RapidClaims is a revenue cycle management company leveraging advanced AI and LLMs to enable autonomous medical coding and workflow automation for modernizing and scaling healthcare billing operations.
Bengaluru • Billing & Invoicing • Est. 2023
≈ $16k – $44k per year (Estimated) • Junior • 3+ years exp • In office (Bengaluru, India) • Bachelor's Degree • Senior
Go
Node JS
Python
SQL
JavaScript
Databases
Apache Kafka
DevOps
AWS
Azure
Docker
GCP
Cybersecurity
HIPAA
KMS Technology is a global software engineering, technology consulting, and digital product development company headquartered in Atlanta, Georgia. Founded in 2009, it specializes in helping independent software vendors (ISVs), healthcare entities, and enterprise businesses build and scale custom software.
HQ: Ho Chi Minh City, Vietnam • IT Outsourcing • Information Technology • Software
≈ $58k – $137k per year (Estimated) • Staff+ • 5+ years exp • Remote/Hybrid (Guadalajara, Mexico) • Relocation • Full-Time • Senior
Databricks
Snowflake
DevOps
AWS
Azure
CI/CD
Terraform
≈ $41k – $107k per year (Estimated) • Senior • 5+ years exp • Remote/Hybrid (Guadalajara, Mexico) • Full-Time • Senior
SQL
Python
Python
pySpark
Databases
Databricks
Delta Lake
AI/ML
Spark
DevOps
Azure
Analytics
ETL/ELT
≈ $41k – $104k per year (Estimated) • Senior • 5+ years exp • Remote/Hybrid (Guadalajara, Mexico) • Full-Time • Senior
Python
DevOps
AWS
Azure
CI/CD
GCP
GitHub Actions
Jenkins
GitHub
Amazon EC2
Amazon EKS
Ansible
AWS Lambda
Chef
CloudFormation
Configuration Management
Consul
Docker
Grafana
Istio
Kubernetes
Prometheus
Puppet
Service Mesh
Terraform
Amazon CloudWatch
Amazon ECS
Amazon S3
IAM
Kriyadocs is a cloud-based publishing-tech platform that offers peer review, editing, typesetting, and digital conversion services to help streamline academic and professional publishing workflows and delivery.
Bengaluru • Software • Media & Entertainment • Publishing • Est. 2004
≈ $25k – $70k per year (Estimated) • Middle • 3+ years exp • In office (Bengaluru, India) • Middle
JavaScript
Python
TypeScript
AI/ML
LangChain
LLM Guardrails
DevOps
AWS
Azure
Docker
GCP
Kubernetes
Kunai is a blockchain-based platform that enables developers to build and deploy decentralized applications (dApps) quickly and easily. Kunai offers a variety of features that make it easy for developers to get started with dApp development, including: A user-friendly development environment A library of pre-built dApp components A secure and scalable blockchain infrastructure Kunai is a great option for developers who are looking to build and deploy dApps without having to worry about the complexities of blockchain development.
HQ: San Francisco, United States • Blockchain Infrastructure • Blockchain & Crypto • Web3 & dApps
≈ $77k – $178k per year (Estimated) • Middle • 3+ years exp • In office (Montreal, Canada) • Bachelor's Degree • Middle
≈ $33k – $109k per year (Estimated) • Senior • 7+ years exp • Mexico • Remote (Mexico) • Bachelor's Degree • Full-Time • Senior
TypeScript
JavaScript
Frontend
Angular
NgRx
RxJS
DevOps
AWS
Azure
CI/CD
GCP
QA
Jest
Playwright
Swagger
≈ $92k – $171k per year (Estimated) • Senior • 3+ years exp • Remote (United States) • Visa sponsorship • Bachelor's Degree • Full-Time • Senior
TypeScript
JavaScript
Python
Scala
Frontend
Angular
DevOps
AWS
Azure
CI/CD
GCP
QA
Playwright
DP World is a global logistics, port operations, and supply chain management enterprise. Headquartered in Dubai, United Arab Emirates, the multinational state-owned organization specializes in container terminal operations, marine services, cargo handling, and economic free zones across six continents. The enterprise operates an extensive global infrastructure network encompassing over 70 maritime and inland terminals - including flagship assets such as the Port of Jebel Ali and the Jebel Ali Free Zone (Jafza) - alongside feeder shipping fleets, logistics parks, and digital trade platforms.
HQ: Dubai, United Arab Emirates • Supply Chain • Logistics • Transportation & Logistics • 5000+ employees
≈ $19k – $53k per year (Estimated) • Junior • In office (Bengaluru, India) • Bachelor's Degree • Junior
SQL
AI/ML
Airflow
Hadoop
Spark
DevOps
AWS
Azure
CloudFormation
GCP
Terraform
CI/CD
Cybersecurity
GDPR
HIPAA
Analytics
ETL/ELT
Power BI
Tableau
Executive • In office • Bachelor's Degree • Architect
Human-in-the-Loop
DevOps
AWS
Azure
CI/CD
GCP
IAM
Platform Engineering
Cybersecurity
GDPR
ISO 27001
SOC 2
Zero Trust
In office (Bengaluru, India) • Bachelor's Degree
AWS
Azure
Cybersecurity
Cyber Kill Chain
Orion Advisor Solutions provides portfolio accounting and practice technology for financial advisers. Its platform covers performance reporting, rebalancing, billing and client portals. The firm also offers investment management and compliance services.
HQ: Omaha, United States • Banking • Office Management • Financial Services • Est. 1999
$108k – $170k per year • Senior • 7+ years exp • In office (Omaha, United States) • Bachelor's Degree • Full-Time • Senior
AWS
Azure
Cybersecurity
ISO 27001
Optiv is a cybersecurity solutions integrator serving large enterprises. It advises on strategy, deploys vendor technologies and runs managed security services. The company was formed by merging two established security resellers.
HQ: Denver, United States • Financial Services • Information Security • Cybersecurity • 501-1000 employees • Est. 2015
≈ $25k – $59k per year (Estimated) • Senior • In office (Bengaluru, India) • Full-Time • Senior • English
AWS
Azure
Cortex
Splunk
Prometheus
Cybersecurity
Crowdstrike
CVSS
IBM QRadar
MITRE ATT&CK
≈ $139k – $257k per year (Estimated) • Senior • 8+ years exp • Kansas City • Remote (United States) • Bachelor's Degree • Full-Time • Staff
AWS
Azure
GCP
IAM
Cybersecurity
ISO 27001
MITRE ATT&CK
NIST CSF
SOC 2
Fluence Energy delivers grid-scale battery storage products and optimisation software. Its systems help utilities firm renewable output, defer transmission upgrades and provide ancillary services. The company also runs bidding software that trades storage assets in power markets.
HQ: Arlington, United States • Financial Services • Science & Engineering • Energy Storage • 501-1000 employees • Est. 2018
≈ $37k – $79k per year (Estimated) • Lead • 8+ years exp • In office (Bengaluru, India) • Bachelor's Degree • Full-Time • Principal
AWS
Azure
GCP
Robotics
Digital Twin
