AI-Driven Search & Cyber Analytics Strategy

Fusing data lake, AI/ML, and observability platforms into a unified search-driven architecture

AI-Powered Analytics Platform with Amazon OpenSearch

Throughout my AWS tenure, I played a lead role in architecting and enabling solutions that placed Amazon OpenSearch at the core of next-generation analytics platforms — combining cybersecurity, observability, and automation into a cohesive, AI-powered framework.

This strategy empowered partner organizations like PwC, IBM, Kyndryl, and Wipro to unify disparate datasets, automate response logic, and gain actionable insights in real time. By integrating OpenSearch with services like AWS Secure Data Lake, SageMaker, Kinesis, and Lambda, we enabled scalable pipelines that could power fraud detection, GenAI-driven incident response, and enterprise observability — all through a search-first lens.

Architecture Overview

Our AI-driven analytics platform is designed to ensure:

  • Unified data integration across structured and unstructured sources
  • Real-time processing with event-driven automation workflows
  • AI/ML augmentation through SageMaker and foundational models
  • Cross-platform compatibility spanning cloud and on-premises environments

Business Benefits

  • Enhanced Security: Real-time fraud detection and automated incident response
  • Operational Intelligence: Search-first observability for complex infrastructures
  • Cost Optimization: Unified platform reducing tool sprawl and licensing costs
  • Scalable Innovation: Partner ecosystem enablement with reusable patterns
  • Future-Ready Architecture: GenAI integration for predictive analytics and intelligent automation

Strategic Implementation Areas

Cyber Fraud Analytics - Partnered with PwC Fusion Center to deliver real-time fraud detection capabilities

GenAI for Incident Response - Intelligent automation workflows for security operations

IBM Intelligent Automation on AWS - Enterprise observability solutions with Instana and Turbonomic integration

Search-first Observability - Unified monitoring and analytics for containerized workloads