CrawlJobs Logo
BIP Logo BIP · IT - Software Development

Generative Ai Application Operations Engineer

Italy, Milano Employment contract · Job Posted May 05, 2026
Apply Position
Job Link Share

Job Description

The organization is looking for a professional profile specialized in Application Maintenance & Operations for Generative AI–based applications. The candidate will work on complex, mission-critical, highly integrated enterprise solutions, built on Microsoft Azure infrastructure, with extensive use of AI services, microservices architectures, and containerized platforms. The objective of the role is to ensure operational continuity, application stability, security, and controlled evolution of AI solutions in production, supporting run activities such as operations, monitoring, troubleshooting, tuning, and continuous improvement of applications deployed across different environments (e.g., Dev, Test, Prod). The role sits at the intersection of application and infrastructure domains, with a strong focus on observability, integration, data management, correct usage of AI resources, and compliance with security principles and access segregation

Job Responsibility

  • Management of corrective and evolutionary maintenance activities for AI applications in production
  • Analysis and resolution of application incidents and anomalies across front-end, back-end, and service-layer components
  • Support for application release activities and configuration management across different environments (Dev/Test/Prod)
  • Collaboration with development teams to analyze application issues and improve overall software quality
  • Operational ownership of solutions based on Azure Kubernetes Service (AKS), including management of containerized workloads
  • Continuous monitoring of application and infrastructure services using Azure Monitor, Log Analytics, and Application Insights
  • Analysis of application logs, metrics, and alerts to ensure adequate reliability and performance levels
  • Execution of advanced troubleshooting activities on data ingestion pipelines, AI services, search services, and databases
  • Operational support for the use of data persistence services, including Azure SQL DB, Azure Cosmos DB, Azure Storage Account
  • Verification and support of correct content indexing and querying through Azure AI Search
  • Operational oversight of data preprocessing, transformation, and enrichment flows
  • Operational management of application Managed Identities and verification of compliance with the least privilege principle
  • Support for secret and sensitive configuration management via Azure Key Vault
  • Verification of the correct use of AI services (Azure OpenAI, LLMs, embeddings, cognitive services) in accordance with defined architectural policies
  • Collaboration with security teams to ensure compliance with network and security guidelines
  • Contribution to the evolution of AI solutions with a focus on scalability, reliability, and cost optimization
  • Proposal of improvements to logging, monitoring, and application feedback mechanisms
  • Support for the go-live of new Generative AI use cases

Requirements

  • Experience in Application Maintenance and Operations on enterprise applications
  • Good knowledge of Python in an application context focused on AI functionalities
  • Operational knowledge of Microsoft Azure and its main PaaS services
  • Experience with Azure Kubernetes Service (AKS) and containerized workloads
  • Strong analysis and troubleshooting skills based on logs, metrics, and alerts
  • Knowledge of monitoring, logging, and observability principles
  • Familiarity with microservices architectures and multi-layer environments
  • Knowledge of IAM concepts, Managed Identity, and secrets management
BIP - All Job Offers

Looking for more opportunities?

Search for other job offers that match your skills and interests.

Suggested Tags: Frontend Developer Secretary Talent Manager Salesforce Administrator Data Analyst
Similar Jobs for

Generative Ai Application Operations Engineer

8 matching positions

Ai Application Operations & Maintenance Engineer (Azure)

The organization is seeking a professional specialized in Application Maintenanc...
Location
Location
Albania , Tirana
Salary
Salary:
Not provided
businessintegrationpartners.com Logo
Business Integration Partners
Expiration Date
Until further notice
Flip Icon
Requirements
Requirements
  • Experience in Application Maintenance and Operations for enterprise applications
  • Solid knowledge of Python in an application context focused on AI functionalities
  • Operational knowledge of Microsoft Azure and its main PaaS services
  • Experience with Azure Kubernetes Service (AKS) and containerized workloads
  • Strong troubleshooting skills based on logs, metrics, and alerts
  • Knowledge of monitoring, logging, and observability principles
  • Familiarity with microservices architectures and multi-layer environments
  • Understanding of IAM concepts, Managed Identities, and secret management
  • Experience operating AI / Generative AI solutions in production
  • Knowledge of Azure OpenAI, embedding services, and vector search
Job Responsibility
Job Responsibility
  • Manage corrective and adaptive maintenance activities for AI applications in production
  • Analyze and resolve application incidents and anomalies across front-end, back-end, and service layers
  • Support application release activities and configuration management across different environments (Dev/Test/Prod)
  • Collaborate with development teams to analyze application issues and improve overall software quality
  • Provide operational support for solutions based on Azure Kubernetes Service (AKS), including management of containerized workloads
  • Continuously monitor application and infrastructure services using Azure Monitor, Log Analytics, and Application Insights
  • Analyze application logs, metrics, and alerts to ensure appropriate levels of reliability and performance
  • Perform advanced troubleshooting on data ingestion pipelines, AI services, search services, and databases
  • Provide operational support for data persistence services, including Azure SQL Database for structured data, Azure Cosmos DB for unstructured data and conversational history, Azure Storage Accounts (Blob Storage) for document repositories
  • Verify and support correct content indexing and retrieval through Azure AI Search, including vector search and similarity search
  • Fulltime
Read More
Arrow Right

Application Production Support Engineer Generative AI

We are seeking a motivated team member to support our AI and DevOps Platform Sup...
Location
Location
India , Chennai
Salary
Salary:
Not provided
https://www.citi.com/ Logo
Citi
Expiration Date
Until further notice
Flip Icon
Requirements
Requirements
  • 6-8 years of relevant experience in technical support, platform operations, or engineering
  • Exposure to architecture concepts with the ability to contribute to technical discussions and understand design decisions
  • Experience working with business partners, engineering teams, or technology stakeholders
  • Demonstrated experience supporting IT services, platform operations, or infrastructure components
  • Strong verbal and written communication skills, with the ability to document technical issues clearly
  • Experience supporting operational workstreams or participating in platform improvement initiatives
  • Participation in resilience‑related or stability‑focused activities preferred
  • Ability to collaborate effectively with cross‑functional teams
  • Strong organizational skills and ability to manage daily workload and task priorities
  • Working knowledge of Generative AI concepts preferred
Job Responsibility
Job Responsibility
  • Understand how application support functions within the broader technology organization and contributes to business objectives
  • Assist with vendor coordination and day‑to‑day interactions with offshore managed services
  • Support efforts to improve service levels, including participating in incident management, problem management, and knowledge‑sharing initiatives
  • Partner with development and engineering teams to support application stability and operational readiness
  • Assist in collecting capacity, performance, and latency data to support platform planning efforts
  • Support application onboarding activities using established guidelines and standards
  • Contribute to fostering a collaborative and supportive team environment that encourages skill development
  • Participate in cost‑efficiency initiatives such as Root Cause Analysis reviews, knowledge management, and performance tuning
  • Assist in preparing materials for business review meetings and help align technology activities with business needs
  • Follow established support processes and tool standards and provide input on improvement opportunities
  • Fulltime
Read More
Arrow Right

Application Production Support Engineer Generative AI

Engineer the future of global finance. At Citi, our Tech team doesn't just suppo...
Location
Location
India , Pune
Salary
Salary:
Not provided
https://www.citi.com/ Logo
Citi
Expiration Date
Until further notice
Flip Icon
Requirements
Requirements
  • 6-8 years of relevant experience in technical support, platform operations, or engineering
  • Exposure to architecture concepts with the ability to contribute to technical discussions and understand design decisions
  • Experience working with business partners, engineering teams, or technology stakeholders
  • Demonstrated experience supporting IT services, platform operations, or infrastructure components
  • Strong verbal and written communication skills, with the ability to document technical issues clearly
  • Experience supporting operational workstreams or participating in platform improvement initiatives
  • Participation in resilience-related or stability-focused activities preferred
  • Ability to collaborate effectively with cross-functional teams
  • Strong organizational skills and ability to manage daily workload and task priorities
  • Working knowledge of Generative AI concepts preferred
Job Responsibility
Job Responsibility
  • Understand how application support functions within the broader technology organization and contributes to business objectives
  • Assist with vendor coordination and day-to-day interactions with offshore managed services
  • Support efforts to improve service levels, including participating in incident management, problem management, and knowledge-sharing initiatives
  • Partner with development and engineering teams to support application stability and operational readiness
  • Assist in collecting capacity, performance, and latency data to support platform planning efforts
  • Support application onboarding activities using established guidelines and standards
  • Contribute to fostering a collaborative and supportive team environment that encourages skill development
  • Participate in cost-efficiency initiatives such as Root Cause Analysis reviews, knowledge management, and performance tuning
  • Assist in preparing materials for business review meetings and help align technology activities with business needs
  • Follow established support processes and tool standards and provide input on improvement opportunities
  • Fulltime
Read More
Arrow Right

Application Production Support Engineer Generative AI

Engineer the future of global finance. At Citi, our Tech team doesn’t just suppo...
Location
Location
India , Pune
Salary
Salary:
Not provided
https://www.citi.com/ Logo
Citi
Expiration Date
Until further notice
Flip Icon
Requirements
Requirements
  • 6-8 years of relevant experience in technical support, platform operations, or engineering
  • Exposure to architecture concepts with the ability to contribute to technical discussions and understand design decisions
  • Experience working with business partners, engineering teams, or technology stakeholders
  • Demonstrated experience supporting IT services, platform operations, or infrastructure components
  • Strong verbal and written communication skills, with the ability to document technical issues clearly
  • Experience supporting operational workstreams or participating in platform improvement initiatives
  • Participation in resilience‑related or stability‑focused activities preferred
  • Ability to collaborate effectively with cross‑functional teams
  • Strong organizational skills and ability to manage daily workload and task priorities
  • Working knowledge of Generative AI concepts preferred
Job Responsibility
Job Responsibility
  • Understand how application support functions within the broader technology organization and contributes to business objectives
  • Assist with vendor coordination and day‑to‑day interactions with offshore managed services
  • Support efforts to improve service levels, including participating in incident management, problem management, and knowledge‑sharing initiatives
  • Partner with development and engineering teams to support application stability and operational readiness
  • Assist in collecting capacity, performance, and latency data to support platform planning efforts
  • Support application onboarding activities using established guidelines and standards
  • Contribute to fostering a collaborative and supportive team environment that encourages skill development
  • Participate in cost‑efficiency initiatives such as Root Cause Analysis reviews, knowledge management, and performance tuning
  • Assist in preparing materials for business review meetings and help align technology activities with business needs
  • Follow established support processes and tool standards and provide input on improvement opportunities
  • Fulltime
Read More
Arrow Right

Application Production Support Engineer Generative AI

Engineer the future of global finance. At Citi, our Tech team doesn’t just suppo...
Location
Location
India , Pune
Salary
Salary:
Not provided
https://www.citi.com/ Logo
Citi
Expiration Date
Until further notice
Flip Icon
Requirements
Requirements
  • 6-8 years of relevant experience in technical support, platform operations, or engineering
  • Exposure to architecture concepts with the ability to contribute to technical discussions and understand design decisions
  • Experience working with business partners, engineering teams, or technology stakeholders
  • Demonstrated experience supporting IT services, platform operations, or infrastructure components
  • Strong verbal and written communication skills, with the ability to document technical issues clearly
  • Experience supporting operational workstreams or participating in platform improvement initiatives
  • Participation in resilience‑related or stability‑focused activities preferred
  • Ability to collaborate effectively with cross‑functional teams
  • Strong organizational skills and ability to manage daily workload and task priorities
  • Working knowledge of Generative AI concepts preferred
Job Responsibility
Job Responsibility
  • Understand how application support functions within the broader technology organization and contributes to business objectives
  • Assist with vendor coordination and day‑to‑day interactions with offshore managed services
  • Support efforts to improve service levels, including participating in incident management, problem management, and knowledge‑sharing initiatives
  • Partner with development and engineering teams to support application stability and operational readiness
  • Assist in collecting capacity, performance, and latency data to support platform planning efforts
  • Support application onboarding activities using established guidelines and standards
  • Contribute to fostering a collaborative and supportive team environment that encourages skill development
  • Participate in cost‑efficiency initiatives such as Root Cause Analysis reviews, knowledge management, and performance tuning
  • Assist in preparing materials for business review meetings and help align technology activities with business needs
  • Follow established support processes and tool standards and provide input on improvement opportunities
  • Fulltime
Read More
Arrow Right

Junior Generative AI Application Developer

Engineer the future of global finance. At Citi, our Tech team doesn't just suppo...
Location
Location
United States , Tampa
Salary
Salary:
76560.00 - 106840.00 USD / Year
https://www.citi.com/ Logo
Citi
Expiration Date
Until further notice
Flip Icon
Requirements
Requirements
  • Bachelor's degree in a technology-related discipline (e.g., Computer Science, Computer Engineering, Information Technology, MIS) with a specialization or strong coursework in Artificial Intelligence, Machine Learning, Data Science, or equivalent hands-on experience
  • Authorized to work in the United States without the need for employer sponsorship, now OR in the future
  • A proactive problem-solver who thrives on innovation and embraces challenges with enthusiasm, leveraging Generative AI to address complex business problems and create novel solutions
  • Possess a global outlook and a strong willingness to collaborate effectively across diverse cultures and time zones, understanding the global implications of AI development
  • Demonstrate excellent communication skills, project management capabilities, leadership potential, keen attention to detail, and the ability to excel within diverse teams, particularly in articulating complex AI concepts
  • Capable of successfully passing technical interviews, including basic algorithmic programming exercises, with demonstrated proficiency in Generative AI frameworks (e.g., TensorFlow, PyTorch, Hugging Face), model development, prompt engineering, and understanding of AI architecture. Strong experience in AI engineering, particularly in building agentic flows and building agents on our proprietary ARC platform, is highly valued
  • Must be collaborative and adaptable, with prior experience working on agile teams being highly desirable, especially in a fast-paced environment delivering AI solutions
Job Responsibility
Job Responsibility
  • Thrive in an agile software development environment, crafting high-quality, scalable software solutions leveraging cutting-edge technologies, including AI-powered coding tools
  • Translating business requirements into robust code, ensuring adherence to stringent quality standards and providing essential support through testing cycles and post-production deployment
  • Utilize advanced tools for code testing and debugging, while learning from top technologists through design sessions and peer code reviews
  • Contribute to the adoption and deployment of cutting-edge Generative AI models and solutions on diverse cloud providers such as AWS, leveraging specialized AI/ML services for scalable and efficient inference
  • Adhere to and implement Citi's Minimum Development Standards and Minimum Operational Standards, with a strong focus on applying MLOps best practices, ethical AI guidelines, and responsible AI development principles, particularly for managing the lifecycle of Generative AI agents
  • Explore and apply the latest design and software architecture patterns and frameworks, including advanced Gen AI model architectures (e.g., Transformers, GANs), prompt engineering patterns, scalable inference solutions, Microservices, APIs, Spring Core/MVC/Boot/Cloud, and RESTful services. This includes designing and building agentic flows for complex business processes
  • Gain exposure to various software development tools within Continuous Integration/Continuous Delivery pipelines, such as JIRA, Zephyr, GitHub, Harness, Artifactory, MLOps platforms, model versioning tools, AI-specific testing frameworks, and container orchestration platforms like OpenShift
  • Work with event streaming and messaging systems, including Kafka, Flink, Solace, or similar technologies, specifically for real-time data ingestion for Gen AI model training, fine-tuning, and inference
  • Gain hands-on experience with container technologies like Docker and Kubernetes for scalable and reproducible deployment of Gen AI models and related microservices
What we offer
What we offer
  • medical
  • dental & vision coverage
  • 401(k)
  • life, accident, and disability insurance
  • wellness programs
  • paid time off packages, including planned time off (vacation), unplanned time off (sick leave), and paid holidays
  • Fulltime
Read More
Arrow Right

Principal Generative AI Engineer

We are seeking an exceptional Principal Generative AI Engineer to join our team ...
Location
Location
Canada , Mississauga
Salary
Salary:
145100.00 - 217700.00 USD / Year
https://www.citi.com/ Logo
Citi
Expiration Date
Until further notice
Flip Icon
Requirements
Requirements
  • 10+ years of progressive professional software engineering experience, with a significant portion dedicated to designing, building, and delivering highly scalable and impactful enterprise-grade solutions in commercial production environments, tackling complex, ambiguous challenges
  • Mastery in Python is non-negotiable, with a profound understanding of its ecosystem for advanced AI/ML development, complex data engineering, and robust backend services
  • Expert-level, hands-on experience with Generative AI concepts, Large Language Models (LLMs), transformer architectures, RAG, and advanced agentic frameworks (e.g., LangChain, LangGraph, Google ADK, Optionally AutoGen, CrewAI, LlamaIndex, Semantic Kernel)
  • Deep and strategic expertise with containerization and orchestration technologies, specifically OpenShift, including leading deployment strategies and troubleshooting complex production issues
  • Demonstrated ability to architect, lead development, and deploy highly performant, large-scale AI/ML systems, defining their long-term technical strategy and ensuring operational excellence
  • Exceptional understanding of modern software development principles, clean code practices, distributed systems, advanced data structures, and algorithms, with the ability to apply them to novel problems
  • Proficiency with Relational (preferably, PostgreSQL) and Vector (preferably, pgvector) databases
  • Bachelor’s degree in Computer Science, Information Technology or Engineering is required
  • a Master's degree is preferred
Job Responsibility
Job Responsibility
  • Define & Lead Architecture: Set the technical vision and architect sophisticated Generative AI applications, LLM-powered solutions, and intricate agentic frameworks
  • Strategize & Pioneer Automation with Agents: Drive the strategic direction for intelligent agent-based automation
  • Establish Containerization Best Practices: Possess expert-level comfort and leadership in container technologies, specifically defining and implementing best practices for deploying and managing mission-critical applications within OpenShift environments
  • Drive Strategic Technical Direction & Ownership: Own and drive critical technical initiatives from conception to production, influencing broad technical strategy and standards across multiple teams and product lines
  • Elevate Engineering Excellence: Act as a key driver for engineering excellence, establishing and upholding rigorous software development best practices
  • Innovate & Shape the Future: Stay at the absolute forefront of Generative AI, actively identifying strategic opportunities, exploring bleeding-edge models, techniques, and frameworks
  • Technical Thought Leadership: Act as a go-to technical expert, providing deep technical leadership, guidance, and mentorship across the organization
  • Overcome Ambiguity & Deliver: Thrive in an agile, fast-paced environment, taking ownership of highly ambiguous and complex problems
  • Lead Responsible AI Implementation: Architect and champion the implementation of robust guardrails, ethical considerations, and responsible AI governance into all solutions
What we offer
What we offer
  • Define the Future & Impact at Scale: Lead critical, high-visibility projects that are transforming a global enterprise
  • Pioneer Cutting-Edge Technology: Drive the adoption and implementation of the latest Generative AI models, advanced agentic frameworks, and cloud-native technologies, amplified by state-of-the-art AI-assisted development tools like Devin and Copilot
  • Exceptional Growth & Technical Leadership: A culture of continuous learning, technical thought leadership, and opportunities to drive significant technical innovation
  • Benefit from extensive learning resources including Udemy for Business and Pluralsight
  • Highly Collaborative & Influential Environment: Join a highly skilled, passionate team where your technical expertise and strategic vision will be highly valued
  • Flexible Work Environment: Embrace a hybrid working model, balancing productive in-office collaboration (3 days) with the flexibility of working from home (up to 2 days)
  • Global Scale & Challenge: Tackle the most complex problems at a massive global scale
  • Fulltime
Read More
Arrow Right

Application Security Engineer – AI & Cloud

This role is the first dedicated Application Security hire on a growing security...
Location
Location
United States , Minneapolis
Salary
Salary:
Not provided
https://www.roberthalf.com Logo
Robert Half
Expiration Date
Until further notice
Flip Icon
Requirements
Requirements
  • 5+ years of experience in Application Security, Security Engineering, DevSecOps, or secure software development
  • Hands-on experience with SAST, DAST, secrets scanning, and dependency review in enterprise environments
  • Strong knowledge of API security — authentication, authorization, transport security, and data handling risks
  • Working knowledge of AWS security fundamentals — IAM, logging, encryption, networking, and secrets management
  • Experience securing or governing AI-assisted development tools such as Cursor, GitHub Copilot, or similar
  • AWS fundamentals including IAM, secrets management, logging, and networking
  • Experience embedding security controls into SDLC and CI/CD pipelines
  • Strong documentation skills — ability to produce defensible standards and audit-ready evidence for NIST and SOC 2
  • Excellent verbal and written communication skills
  • ability to work effectively with developers, architects, and business stakeholders
Job Responsibility
Job Responsibility
  • Own and operate the organization’s SAST and DAST programs end-to-end
  • Design, deploy, tune, and mature SAST and DAST tooling across development and release pipelines
  • Review application code, including AI-generated code, to identify vulnerabilities, insecure patterns, secrets exposure, and data handling risks
  • Partner directly with software developers to triage findings, prioritize remediation, and validate fixes
  • Act as a trusted AppSec partner to engineering, not a gatekeeper
  • Perform application and API security reviews across internally developed and SaaS-integrated systems
  • Evaluate authentication, authorization, transport security, rate limiting, session handling, logging, and data exposure risks
  • Assess externally exposed applications and APIs for secure design and release readiness
  • Support secure AWS application patterns including IAM, secrets management, logging, networking, and containerized workloads
  • Help centralize and improve secrets management using AWS Secrets Manager and enterprise tooling
What we offer
What we offer
  • medical, vision, dental, and life and disability insurance
  • eligibility to enroll in our company 401(k) plan
Read More
Arrow Right