About Me

AI Product Leader transforming complex enterprise challenges into intelligent, scalable solutions through 15+ years of strategic product development and full-stack innovation.

My Journey

Building smarter systems, one challenge at a time

2018-Present

AI Product Leader

Siemens

Driving Agentic AI, Generative AI, and Industrial AI innovations. Built AI copilots, RAG-based systems, and context engineering frameworks while establishing AI governance and delivering measurable productivity gains.

Agentic AIGenerative AIAI GovernanceProduct Strategy
2016-2018

Product Owner / Lead Product Owner

Schneider Electric & Ramyam Intelligence Lab

Led product discovery, roadmap planning, and digital transformation initiatives. Owned end-to-end product lifecycle while driving cloud adoption, stakeholder alignment, and customer-centric product delivery.

Product DiscoveryDigital TransformationRoadmap Management
2007-2016

Product Consultant

Subex Limited

Delivered large-scale telecom analytics and revenue assurance programs, helping customers identify revenue leakage opportunities, improve business outcomes, and realize measurable value from enterprise software investments.

Telecom AnalyticsRevenue AssuranceCustomer Consulting

Core Expertise

Specialized skills across AI, architecture, and product strategy

AI & Machine Learning

  • LLMs & Transformers
  • RAG Systems
  • Embeddings & Vectors
  • Fine-tuning & Prompt Engineering

Agentic Systems

  • AI Agents
  • Multi-agent Orchestration
  • Tool Use & Integration
  • Autonomous Workflows

Full-Stack Development

  • Backend Architecture
  • API Design
  • Database Optimization
  • Cloud Infrastructure

Product Leadership

  • Strategy & Roadmapping
  • User-Centric Design
  • Stakeholder Management
  • Go-to-Market

What Drives Me

Core principles guiding every project and decision

Innovation

Constantly exploring cutting-edge technologies to solve real-world problems in better ways.

User-Centric

Building solutions that genuinely improve user experience and deliver measurable business value.

Excellence

Committed to high-quality execution, scalability, and attention to architectural detail.

Technologies & Tools

Proven experience with modern development stacks

AI & GenAI

Agentic AIGenerative AIRAGContext EngineeringKnowledge GraphsAI Governance

Product Management

Product StrategyCustomer DiscoveryRoadmap ManagementStakeholder ManagementGo-to-MarketProduct Analytics

Industrial & IoT

Industrial IoTOPC-UAPredictive MaintenanceDigital TwinsRoot Cause AnalysisOperational Intelligence

Cloud & DevOps

AzureAWSDockerCI/CDMicroservicesKubernetes

Data & Platforms

Semantic SearchVector DatabasesPostgreSQLEvent ProcessingData AnalyticsMCP

Modern Web

ReactNext.jsTypeScriptAngularREST APIsTailwind CSS

Let's Connect

Interested in discussing AI, product strategy, or collaboration opportunities?

Get in Touch