AI Factory / Agent Factory Platform
Architecture Included
AI Platform 2026 Reference architecture for reusable agent factory extending GenAI accelerator playbooks with governance-by-default.
Technology Stack
AgentCoreCedar PolicyOTELCloudWatchX-RayVPC
Impact
Targets faster delivery, lower orchestration cost, and governance-by-default for future accelerators.
Status
Development GenAI Governance Framework
Architecture Included
AI Platform 2026 Production governance framework for foundation models, agents, and multi-model workloads with compliance controls.
Technology Stack
Agent IdentityIAMVPC IsolationAudit LoggingNIST AI RMF
Impact
Designed governance-by-default approach moving teams from experimentation to compliant production.
Status
Development AI Content Moderation Platform
Architecture Included
Media AI 2026 GenAI accelerator replacing legacy moderation APIs to handle content classification under traffic surges.
Technology Stack
Amazon BedrockLambdaAPI GatewayStep FunctionsTerraform
Impact
Addressed moderation teams spending 70% of time on mechanical tasks; built MVP plus production path.
Status
Development AI Expense Policy Evaluator
Architecture Included
Enterprise AI 2026 GenAI accelerator for expense management including policy extraction, rule engine, admin interface, and receipt ingestion.
Technology Stack
GenAI Policy ExtractionRule EngineReceipt IngestionKiro
Impact
Automated policy compliance checking and receipt processing with intelligent extraction.
Status
Development AI-Assisted SDLC and Intelligent Document Processing
Architecture Included
Enterprise AI 2026 GenAI accelerator combining AI-assisted development workflows with intelligent document processing from MVP to production.
Technology Stack
GenAI IDPAI-Assisted DevelopmentProduction Hardening
Impact
Makes AI-assisted development first-class while extending document processing MVP into hardened production.
Status
Development Multi-Agent Evaluation Framework
Architecture Included
AI Platform 2026 Well-architected review and LLM quality evaluation framework for existing multi-agent GenAI architecture.
Technology Stack
AWS BedrockAgentCoreSQL GenerationRAGEval Pipeline
Impact
Focused on fan-out efficiency, cost observability, and CI/CD-based LLM evaluation for production-grade operations.
Status
Production Multilingual Caregiver Scheduling Platform
Architecture Included
Healthcare AI 2026 Multi-agent copilot platform handling scheduling, onboarding, and daily check-ins via voice and chat for caregiving operations.
Technology Stack
Multi-Agent LangGraphAWSVoice/ChatMCP Server
Impact
Phase 1 delivered with V1 and V2; production deployment path toward HIPAA-ready operations.
Status
Production Voice AI Cross-Sell Initiative
Architecture Included
AI Platform 2026 Global initiative packaging proven voice AI solution patterns for multiple prospects based on prior delivery references.
Technology Stack
Amazon ConnectNova SonicAI Voice PlatformReusable Repos
Impact
97% cost reduction per call and 70-80% automation rates based on production references.
Status
Development AI Call Analytics and RAG Pipeline
Architecture Included
Sales Analytics AI 2025 NL analytics platform for sales call transcripts with graph database and retrieval-augmented generation pipeline.
Technology Stack
AWS NeptuneBedrock AgentsServerlessRAG
Impact
Automated actionable insights from call transcripts; enabled production-scale analytics for sales teams.
Status
Production AI Decision Engine for Marketing Analytics
Marketing AI 2025
Production-ready AI engine for marketing attribution, campaign analysis, and cohort reasoning using agentic analytics patterns.
Technology Stack
Amazon BedrockAgentic AnalyticsCampaign ReasoningServerless
Impact
Created production-ready AI decision engine and net-new revenue stream; launched faster than internal estimates.
Status
Production AI Business Advisor Reporting
Architecture Included
SaaS AI 2025 Production-ready AI-assisted reporting creating monthly narratives and PDF/HTML reports from business data.
Technology Stack
PythonBedrockRedshiftETLPDF/HTML Generation
Impact
Delivered MVP pipeline and production-readiness artifacts; fully cloud-funded accelerator.
Status
Production GenAI Community of Practice
Internal Enablement 2022-2025
Company-wide skill-share sessions, workshops, and technical enablement for GenAI and agentic systems.
Technology Stack
Amazon BedrockAmazon QAgent WorkflowsPrompt Engineering
Impact
Built internal capability and repeatable knowledge sharing for accelerator delivery across teams.
Status
Production GenAI Risk Assessment Platform
Architecture Included
FinTech AI 2025 Automated underwriting and credit risk assessment using GenAI to extract information from financial documents.
Technology Stack
Amazon NovaAWS LambdaTerraformGenAI Workflow
Impact
Reduces manual review effort and improves underwriting decisions with governed, auditable workflow.
Status
Production LLM Fine-Tuning and Benchmarking
Architecture Included
AI/ML Enablement 2025 Distributed LLM training benchmarking on custom hardware to compare training time and cost economics.
Technology Stack
Llama 3AWS InferentiaSageMakerDistributed MLPython
Impact
Evaluated GenAI training economics and performance for production planning.
Status
Production Multi-Agent Real Estate Platform
Architecture Included
Commercial GenAI 2025 GenAI-powered automation of real estate sales lifecycle with multi-modal agents and CRM integration across multiple geographies.
Technology Stack
Amazon BedrockNova SonicServerlessMulti-Agent Architecture
Impact
Reached production across multiple geographies and enterprise clients; flagship reference architecture.
Status
Production Voice AI Customer Service Automation
Architecture Included
Contact Center AI 2025 AI-powered customer service call automation with working demo/MVP for enterprise contact centers.
Technology Stack
Amazon ConnectLLMsDecision-Tree AutomationNova Sonic
Impact
Working MVP delivered; proven reference for voice AI cross-sell with 97% cost reduction per call.
Status
Production AI-Powered Surgical Scheduling
Architecture Included
Healthcare AI 2025 Voice-activated scheduling system automating healthcare calls with agentic flows, replacing manual phone operations.
Technology Stack
Amazon Nova SonicMCP ServerAWS LambdaServerless
Impact
Reduced call-handling cost from ~$15 to <$0.01 per call; 97% cost reduction with 70-80% automation rate.
Status
Production GenAI Retail Imagery Platform
Retail AI 2024
GenAI features for apparel image generation, model rendering, and sketch generation for design workflows.
Technology Stack
AWS GenAI ServicesImage GenerationServerless
Impact
Accelerated design workflows and improved UX for apparel design users.
Status
Production Text-to-SQL GenAI Accelerator
Architecture Included
Data AI 2024 Natural language to SQL generation with LLM compliance endpoints and training/workshop components.
Technology Stack
Amazon BedrockLambdaAPI GatewayBedrock Agents
Impact
Automated LLM compliance requests with rapid prototyping and roadmap facilitation.
Status
Production Production Agentic WhatsApp Assistant
Architecture Included
Conversational AI 2024 Spanish-language production-ready agentic assistant for customer engagement via WhatsApp.
Technology Stack
Amazon BedrockClaudeAgentic PatternsWhatsApp API
Impact
Completed accelerator used as reference case for partner materials and cross-sell.
Status
Production Social Media Disaster Detection
Architecture Included
Media AI 2023 Real-time sentiment and event detection from high-volume social feeds for disaster response.
Technology Stack
Amazon BedrockOpenSearchAWS LambdaAWS Kinesis
Impact
Accelerates disaster detection; streamlines multi-language incident alerts and analysis.
Status
Production