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maree217/README.md

Ram Senthil-Maree | Enterprise AI Architect

AI Solutions Architect Microsoft Azure Industry Validated

Enterprise AI Architect | AICapabilityBuilder.com

πŸš€ Hands-on AI implementation with rapid prototyping expertise 🎯 Industry-Validated Framework: Adapted from Gartner, McKinsey, MIT CISR, IBM, Microsoft πŸ’Ό Three-Layer Architecture + Governance: Production-ready enterprise AI solutions

LinkedIn Email Location


πŸ—οΈ Three-Layer Enterprise AI Architecture

Framework Source: Adapted from Gartner AI Maturity Model, McKinsey Strategic AI Framework, MIT CISR Enterprise AI Maturity Model, IBM AI Operating Model, Microsoft AI Transformation Journey

Enterpise AI - 3 Layered Approach_cropped

🎨 Layer 1: End User Experience (Production Repos)

Intelligent interfaces that users actually want to use

πŸ”— Featured Repositories

stealth-sales-coach AI-Powered Sales Coaching - Real-time conversation analysis and coaching suggestions πŸ”§ Tech: Azure AI, RAG, Semantic Kernel | πŸ“Š Impact: 25% higher win rate

harringey-voicechatbot-AZURE Voice-Enabled Chatbot - Multi-language support with Azure Cognitive Services πŸ”§ Tech: Azure Speech, OpenAI | πŸ“Š Impact: 40% faster customer resolution

Layer 1 Capabilities:

  • βœ… Microsoft 365 Copilot custom plugins
  • βœ… Conversational AI with advanced RAG
  • βœ… Voice-enabled multi-language interfaces
  • βœ… Real-time assistance and coaching

🧠 Layer 2: Organizational Intelligence (The Brain)

Transform organizational data into continuous learning intelligence

πŸ”— Featured Repositories

strategic-forecasting-ai Strategic Forecasting System - Executive decision support with scenario planning πŸ”§ Tech: Azure AI Foundry, AutoML | πŸ“Š Impact: 300% ROI, strategic insights

ML_Fraud Fraud Detection with Continuous Learning - Pattern recognition that improves over time πŸ”§ Tech: H2O.ai, Azure ML | πŸ“Š Impact: 87% accuracy (60% β†’ 87% over 12 months)

inventory-intelligence-h2o Inventory Optimization - Demand forecasting with automated learning πŸ”§ Tech: H2O.ai, Azure Synapse | πŸ“Š Impact: 25% reduction in stockouts

skmultiagents Multi-Agent Orchestration - Semantic Kernel-based agent collaboration πŸ”§ Tech: Semantic Kernel, Azure OpenAI | πŸ“Š Impact: Complex workflow automation

Layer 2 Capabilities:

  • βœ… Memory + Learning: Fraud patterns, demand forecasting, continuous improvement
  • βœ… Compute: Real-time analytics, AutoML, predictive modeling
  • βœ… Configuration/Logic: Business rules, guardrails, compliance checks

βš™οΈ Layer 3: Infrastructure & Operations (Foundation)

Reliable, cost-optimized delivery infrastructure

πŸ”— Featured Repositories

genaiops-azureaisdk-template GenAIOps Template - Production-ready Azure AI infrastructure with MLOps πŸ”§ Tech: Azure AI SDK, Terraform, Kubernetes | πŸ“Š Impact: 30-50% cost reduction

MLOpsPython MLOps Best Practices - CI/CD pipelines for ML model deployment πŸ”§ Tech: Azure DevOps, GitHub Actions | πŸ“Š Impact: 99.9% uptime

Layer 3 Capabilities:

  • βœ… Orchestration: Kubernetes, GPU scheduling, workload optimization
  • βœ… Observability: Prometheus, Grafana, cost tracking
  • βœ… Security: Azure Key Vault, RBAC, compliance automation
  • βœ… Cost Optimization: Auto-scaling, spot instances, rightsizing

πŸ›‘οΈ Cross-Cutting: Governance & Security

Responsible AI with built-in compliance

Coming soon: Dedicated governance repositories showcasing:

  • βœ… Data governance and privacy (GDPR, HIPAA)
  • βœ… Model governance and bias monitoring
  • βœ… Operational governance and audit trails
  • βœ… Ethical AI and risk management

πŸš€ Complete Three-Layer Implementations

πŸ”— End-to-End Solutions

three-layer-ai-framework ⭐ Three-Layer AI Framework - Complete production implementation with working code, case studies, deployment templates πŸ”§ Framework: Gartner + McKinsey + MIT CISR adapted | πŸ“Š Proven: 7-12x ROI over 24 months

enterprise-ai-analytics-platform ⭐ Enterprise AI Analytics Platform - AutoML, Natural Language Queries, Real-time Dashboards πŸ”§ Complete Stack: All 3 layers + governance | πŸ“Š Production: Azure-integrated, scalable


🎯 Technical Stack

Microsoft AI Platform

Microsoft Copilot Semantic Kernel Azure AI

AI Development

Claude Code H2O.ai LangChain

Infrastructure

Kubernetes Terraform Docker


πŸ“Š Proven Results Across Three Layers

Architecture Layer Implementation Business Impact
🎨 Layer 1: UX Copilot plugins + Voice chatbots 85% adoption, 40% faster resolution
🧠 Layer 2: Intelligence Fraud detection + Forecasting 87% accuracy, 300% ROI
βš™οΈ Layer 3: Infrastructure GenAIOps + MLOps 30-50% cost reduction, 99.9% uptime

πŸŽ“ Professional Certifications

Azure Solutions Architect AI Engineer Associate TOGAF PRINCE2


🀝 Ready to Implement Your Three-Layer AI Architecture?

Framework adapted from industry leaders: Gartner AI Maturity Model | McKinsey Strategic AI Framework | MIT CISR Enterprise AI Maturity | IBM AI Operating Model | Microsoft AI Transformation Journey

Book Architecture Consultation LinkedIn Connect Email Discussion

Proven methodology: Layer 3 (Infrastructure) β†’ Layer 2 (Intelligence) β†’ Layer 1 (UX) + Governance throughout β†’ Measurable Business Impact


Profile Views GitHub followers

"Three-layer AI architecture: from foundation to intelligence to user experience, with governance throughout"

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  1. azure-enterprise-solutions-architecture azure-enterprise-solutions-architecture Public

    Azure Enterprise Solutions Architecture - Center of Excellence showcasing Azure Solutions Architect Expert capabilities with Three-Layer AI Framework integration

    PowerShell 2

  2. copilot-center-of-excellence copilot-center-of-excellence Public

    Microsoft Copilot Center of Excellence - Enterprise AI transformation framework, implementation guides, case studies, and professional consulting collateral

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