Generative AI Solution Architect
3 days ago
Job Title : GenAI Solution Architect (AWS & Azure).
Job Location : Hyderabad /Chennai.
Job Type : Full Time.
Experience : 10 years (including 3 years in AI/ML or GenAI architecture).
Notice Period Immediate to 15 days joiners are highly preferred.
Key Responsibilities :
GenAI Solution Design :
- Architect end-to-end Generative AI solutions on AWS and Azure.
- Design modular frameworks using :
a. AWS Bedrock, SageMaker, and Comprehend.
b. Azure OpenAI Service, Azure Machine Learning, and Cognitive Search.
- Build Retrieval-Augmented Generation (RAG) pipelines integrating vector databases (e.g., Amazon OpenSearch, Pinecone, Azure Cosmos DB embeddings).
- Design prompt orchestration using frameworks such as LangChain, Semantic Kernel, or CrewAI.
Cloud & Infrastructure Architecture :
- Define scalable, secure infrastructure on AWS and Azure :
a. Compute : ECS, EKS, Lambda, AKS, App Service.
b. Storage & Data : S3, DynamoDB, Azure Blob, Cosmos DB, Synapse.
c. Networking & Security : VPC, Private Link, IAM, Key Vault, KMS, Defender for Cloud.
- Implement Infrastructure-as-Code (IaC) using Terraform or Bicep.
- Leverage API Gateway / Azure API Management for secure AI API deployment.
AI/ML Lifecycle & MLOps :
- Architect AI pipelines across training, tuning, and inference stages.
- Integrate CI/CD for AI workflows using GitHub Actions / Azure DevOps Pipelines.
- Design monitoring and governance for LLM outputs, model drift, and data quality.
- Support fine-tuning and prompt optimization using Bedrock model customization or Azure OpenAI fine-tuning endpoints.
Security, Governance & Compliance :
- Apply Responsible AI principlesbias detection, interpretability, and data privacy.
- Implement compliance controls aligned with GDPR, SOC2, ISO 27001, and NIST.
- Secure data and models using AWS KMS, Azure Key Vault, and Private Endpoints.
- Enforce RBAC and least privilege across all AI service components.
Collaboration & Stakeholder Management :
- Partner with Product Owners and Data Leaders to identify GenAI business use cases.
- Collaborate with developers, data scientists, and cloud engineers for delivery.
- Provide architecture governance, design reviews, and hands-on mentoring.
- Present GenAI solution roadmaps and PoC outcomes to business executives.
Required Skills & Qualifications :
Technical Expertise :
years as a Cloud Architect or AI/ML Solution Architect.
- Expertise in :
AWS AI/ML Stack : Bedrock, SageMaker, Comprehend, Rekognition, Lambda.
Azure AI Stack : Azure OpenAI, Azure Machine Learning, Cognitive Search, Synapse, Form Recognizer.
- Solid understanding of LLMs, embeddings, prompt engineering, and RAG architectures.
- Strong hands-on in Python and AI orchestration frameworks (LangChain, LlamaIndex, Semantic Kernel).
Cloud & DevOps Skills :
- Experience with Terraform, CloudFormation, or Bicep.
- Proficiency in Docker, Kubernetes (EKS/AKS), and serverless design patterns.
- Knowledge of CI/CD, GitOps, and observability (CloudWatch, Log Analytics).
Security & Governance :
- Deep understanding of cloud-native identity, encryption, and compliance frameworks.
- Experience implementing AI guardrails and output moderation workflows.
Soft Skills :
- Excellent communication and stakeholder engagement skills.
- Ability to translate complex AI architectures into business value propositions.
- Thought leadership in cloud-native AI adoption and digital transformation.
Preferred Certifications :
- AWS Certified Solutions Architect Professional.
- Microsoft Certified : Azure Solutions Architect Expert.
- Microsoft Certified : Azure AI Engineer Associate.
- OpenAI / DeepLearning.AI Generative AI Certification (nice-to-have).
Nice-to-Have Experience :
- Designing multi-cloud AI pipelines across AWS and Azure.
- Implementing GenAI copilots, chatbots, or knowledge assistants.
- Using LangGraph, CrewAI, or Dust for AI agent orchestration.
- Integration of Power BI, Power Platform, or AWS QuickSight for AI analytics.
KPIs / Success Metrics :
- Successful design and deployment of scalable GenAI architectures across AWS & Azure.
- Reduction in model deployment and iteration times.
- Improved model performance, governance, and cost efficiency.
- Alignment of GenAI solutions with enterprise compliance and business objectives.
- Stakeholder satisfaction and measurable GenAI ROI.
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