AI-Powered Surgical Scheduling

Healthcare AI Solution 2023

Voice-activated scheduling system automating healthcare calls with advanced GenAI and agentic flows.

Technology Stack

AWS Bedrock NovaAWS LambdaMCP ServerServerless

Impact

Reduced call-handling cost from ~$15 to <$0.01 per call; major ROI and simplified architecture.

Status

Production

Case Study

Designed and delivered voice automation for surgical scheduling; led assessments, compliance, and implementation.

Solution Architecture

Patient Call Voice AI Agent Model Context Processing Scheduling API Call Confirmation
Input AI Model Database Process Output

Real Estate Multi-Agent Automation

Commercial GenAI Solution 2024

GenAI-powered automation of real estate sales lifecycle with multi-modal agents and CRM integration.

Technology Stack

AWS Nova SonicServerlessCRM APIMCP Framework

Impact

Automated sales flows and data processing, accelerating transactions and reducing manual effort.

Status

Production

Case Study

Led solutioning, accelerator delivery, and CRM-enabled GenAI agent orchestration post-assessment.

Solution Architecture

Sales Lead Input Voice/Text Agent CRM Integration Automated Workflow Status Update
Input AI Model Database Process Output

GenAI Fraud Detection

Finance AI Solution 2023

Real-time credit risk and fraud detection using serverless GenAI workflows.

Technology Stack

AWS Bedrock NovaServerlessAWS Lambda

Impact

Instant credit risk assessment and action, reducing manual reviews and cost.

Status

Production

Case Study

Architected and deployed bedrock-based risk analysis and automated fraud routing.

Solution Architecture

Loan Application GenAI Credit Analysis Risk Decision Auto Routing
Input AI Model Database Process Output

Multi-Agent Scheduling Platform

Healthcare AI Solution 2024

Bilingual caregiver scheduling via voice/text-driven GenAI agents, designed for scalability and compliance.

Technology Stack

AWS Nova SonicMCP ServerAWS Lambda

Impact

Automates nurse scheduling in multiple languages, streamlining care coordination.

Status

Production

Case Study

Delivered advanced agentic models for bilingual scheduling, rolled out across several product versions.

Solution Architecture

Caregiver Request Speech/Text GenAI Agent Scheduling Flow MCP Server Final Schedule
Input AI Model Database Process Output

AI Social Media Disaster/Event Detection

Media AI Solution 2023

Real-time sentiment and event detection from high-volume social feeds for disaster response.

Technology Stack

AWS BedrockOpenSearchAWS LambdaAWS Kinesis

Impact

Accelerates disaster detection; streamlines multi-language incident alerts and analysis.

Status

Production

Case Study

Built real-time event/sentiment pipeline, providing ongoing demos and architecture tuning.

Solution Architecture

Social Feed Input Translation Engine Sentiment/Event AI OpenSearch Index Event/Alert Output
Input AI Model Database Process Output

GenAI Contact Center Platform

Customer Support AI 2024

Cloud-native GenAI agent platform for customer support, featuring cost and compliance optimization.

Technology Stack

AWS Bedrock AgentsMulti-Agent FrameworkServerlessOpenAI

Impact

Production-grade migration roadmap, reducing cost and increasing support automation.

Status

Accelerator Delivered

Case Study

Assessed, reviewed, and optimized contact center architecture for cloud-native GenAI migration.

Solution Architecture

Customer Inquiry Agent Routing GenAI Agents Resolution Actions
Input AI Model Database Process Output

GenAI Business Insights

SaaS/BI AI Solution 2024

Natural language business KPI reporting and analysis with MCP/Bedrock agent system.

Technology Stack

AWS Bedrock AgentsMCP ServerServerless

Impact

Enables conversational BI, streamlining access to reporting and insights.

Status

Production Accelerator

Case Study

Delivered GenAI-driven KPI insights via agent workflows in AWS program.

Solution Architecture

User Request Bedrock AI Agent MCP KPI Lookup Insight Response
Input AI Model Database Process Output

LLM Training Accelerator

AI/ML Enablement 2025

Distributed LLM training and enterprise onboarding with AWS Trainium and Inferentia.

Technology Stack

Llama3AWS SageMakerTrainium/InferentiaPythonDistributed ML

Impact

Accelerated enterprise model training, code walkthroughs, and cost optimization.

Status

Active

Case Study

Led adaptation and fine-tuning of Llama3/LLMs for efficiency and scalability.

Solution Architecture

Training Dataset SageMaker Training Trainium/Infern. HW Model Fine-Tuning Model Deployment
Input AI Model Database Process Output

Agent Support Chatbot

Customer Support AI Solution 2024

GenAI-powered agent support chatbot for product recommendations.

Technology Stack

AWS BedrockOpenSearchLambdaServerless

Impact

Automated customer service, improved recommendation accuracy.

Status

Production

Case Study

Delivered and supported chat-driven automation for product support teams.

Solution Architecture

Agent Query AI Recommendation Product Search Recommendation Output
Input AI Model Database Process Output

AI Call Analytics & RAG

Sales Analytics AI Solution 2024

AI analytics platform for analyzing sales call transcripts with Graph DB and RAG pipeline.

Technology Stack

AWS NeptuneBedrock AgentsServerless

Impact

Automated actionable insights for sales interactions; enabled production-scale analytics.

Status

Production

Case Study

Built NL analytics for call transcripts, providing end-to-end accelerator.

Solution Architecture

Call Transcript Graph DB Parsing Bedrock AI Analytics Insight Output
Input AI Model Database Process Output

GenAI Marketing Analysis

Marketing AI Solution 2024

Cloud-hosted AI system for campaign analysis and marketing optimization.

Technology Stack

AWS BedrockClaudeAWS Lambda

Impact

Optimization of marketing campaigns; prompt/blueprint engineering and feedback cycles.

Status

Production

Case Study

Created and refined AI-driven campaign analysis workflows, deployed for client use.

Solution Architecture

Campaign Data Input Prompt/Blueprint Processing Claude AI Evaluation Automation Lambda Campaign Insight
Input AI Model Database Process Output

GenAI SQL Assistant

Compliance/Internal Enablement 2023

Text-to-SQL GenAI accelerator and compliance workshop, exposing API endpoints for LLM queries.

Technology Stack

AWS BedrockMCPSQL API

Impact

Automated LLM compliance requests; prioritized roadmap and rapid prototyping.

Status

Accelerator Delivered

Case Study

Facilitated roadmap and readiness workshops; deployed GenAI SQL accelerator.

Solution Architecture

Text Query Text-to-SQL AI SQL Compliance API Query Results
Input AI Model Database Process Output

GenAI Retail Accelerator

Retail AI Solution 2024

Scalable GenAI agent solution for retail campaign analysis and optimization.

Technology Stack

AWS BedrockServerlessAgentic Framework

Impact

Optimized retail marketing analytics, improved campaign performance.

Status

Accelerator Supported

Case Study

Contributed technical review and support to scalable GenAI retail analysis accelerator.

Solution Architecture

Campaign Dataset Retail AI Agent Optimization Process Performance Insights
Input AI Model Database Process Output

GenAI Appointment & Support Automation

Healthcare AI Solution 2024

Natural language interface for healthcare appointment scheduling and support automation.

Technology Stack

AWS BedrockComplex Workflow OrchestrationInsurance Logic

Impact

Automates appointment handling including coverage eligibility; simplifies workflow orchestration.

Status

Production

Case Study

Implemented agent-led support platform integrating insurance logic for healthcare workflows.

Solution Architecture

Appointment Request Conversational AI Insurance/Eligibility Check Scheduling Action
Input AI Model Database Process Output

GenAI Community of Practice & AI Enablement

Internal Enablement 2022-2025

Skill-share sessions, workshops, and technical enablement for GenAI/agentic systems company-wide.

Technology Stack

AWS BedrockAmazon QAgent WorkflowsPrompt Engineering

Impact

Led training and hands-on education for engineering teams; advanced internal GenAI expertise.

Status

Active

Case Study

Organized and led enablement, training, documentation, and internal labs for agentic AI systems.

Solution Architecture

Workshop Session Skill-Share/Training Demos/Docs Team Enablement
Input AI Model Database Process Output

Other GenAI Accelerator Projects

AI/ML Solutions 2021-2025

Multi-tenant RAG, call-centric systems, chatbot/IVR automation, document chat, and solution architecture for SaaS and enterprise platforms.

Technology Stack

AWS BedrockDialogflowServerlessRAGAgentic Framework

Impact

Improved document retrieval, conversational AI, and multi-platform enablement.

Status

Various stages: PoC to Production

Case Study

Supported design, architecture, accelerator delivery, and review for client/platform pilots.

Solution Architecture

User Query/Input Agent/RAG Framework Data/IVR/API Lookup Insight/Action Output
Input AI Model Database Process Output