Sanjana Khairnar

Cloud AI Strategist with 4+ years of experience designing and implementing enterprise-grade Generative AI solutions on AWS. Specialized in LLM-based systems, RAG architectures, AI agents, cloud automation, and AI-driven operational intelligence, delivering scalable and secure AI solutions for large organizations.

Key Responsibilities & Contributions :

Designed and implemented Generative AI architectures using Amazon Bedrock, enabling intelligent, context-aware enterprise applications.

Built Retrieval-Augmented Generation (RAG) pipelines using S3-backed knowledge bases, OpenSearch, and vector embeddings to reduce hallucinations, and improve response accuracy.

Developed AI-powered operations chatbots capable of analyzing CloudWatch logs, AWS Config data, and Cost Explorer metrics to provide real-time insights and recommendations.

Integrated AWS Lambda, API Gateway, SNS, and DynamoDB to orchestrate AI workflows and approval-based automation.

Designed AI agents with action groups to perform structured tasks such as data retrieval, log analysis, recommendation generation, and execution approval flows.

Collaborated with cross-functional teams to translate business problems into AI-driven solutions, from PoC to production deployment.

Ensured enterprise readiness by implementing security, IAM roles, auditability, and controlled execution mechanisms in AI workflows.

Mentored team members and acted as the GenAI SPOC, guiding architecture decisions and best practices.

Key Projects:

Enterprise AI Agent Framework on Amazon Bedrock
Tech Stack: Amazon Bedrock Agents, Lambda, S3 Knowledge Base, OpenSearch

Impact:
✔ Reduced manual troubleshooting effort
✔ Improved operational response time
✔ Enabled AI-driven decision support for cloud operations

• Reviewed code and debugged errors to improve performance.
• Ensured seamless integration of Java-based applications with databases, APIs, and other systems.
• Developed user-friendly interfaces for web applications, improving user experience and satisfaction.
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