Production-grade AI systems that deliver real business value
Reference architecture for reusable agent factory extending GenAI accelerator playbooks with governance-by-default.
Targets faster delivery, lower orchestration cost, and governance-by-default for future accelerators.
Authored business outcomes study for agent factory with reusable subagent library and observability stack.
Production governance framework for foundation models, agents, and multi-model workloads with compliance controls.
Designed governance-by-default approach moving teams from experimentation to compliant production.
Created governance accelerator covering agent identity, least privilege, data residency, and compliance automation.
GenAI accelerator replacing legacy moderation APIs to handle content classification under traffic surges.
Addressed moderation teams spending 70% of time on mechanical tasks; built MVP plus production path.
Designed and built moderation classifiers with production IaC, monitoring, and CI/CD pipeline for scale.
GenAI accelerator for expense management including policy extraction, rule engine, admin interface, and receipt ingestion.
Automated policy compliance checking and receipt processing with intelligent extraction.
Built architecture from policy extraction through rule engine to admin interface with DB layer.
GenAI accelerator combining AI-assisted development workflows with intelligent document processing from MVP to production.
Makes AI-assisted development first-class while extending document processing MVP into hardened production.
Structured AI enablement from SDLC integration through intelligent document extraction to production deployment.
Well-architected review and LLM quality evaluation framework for existing multi-agent GenAI architecture.
Focused on fan-out efficiency, cost observability, and CI/CD-based LLM evaluation for production-grade operations.
Reviewed and optimized orchestrator architecture with evaluation pipeline for production quality assurance.
Multi-agent copilot platform handling scheduling, onboarding, and daily check-ins via voice and chat for caregiving operations.
Phase 1 delivered with V1 and V2; production deployment path toward HIPAA-ready operations.
Built multi-agent architecture handling bilingual scheduling and daily caregiver coordination with production hardening.
Global initiative packaging proven voice AI solution patterns for multiple prospects based on prior delivery references.
97% cost reduction per call and 70-80% automation rates based on production references.
Packaged proven voice automation patterns with reusable repos and SOWs for scaled go-to-market.
NL analytics platform for sales call transcripts with graph database and retrieval-augmented generation pipeline.
Automated actionable insights from call transcripts; enabled production-scale analytics for sales teams.
Built end-to-end NL analytics connecting call transcripts to graph-based reasoning and Bedrock agent workflows.
Production-ready AI engine for marketing attribution, campaign analysis, and cohort reasoning using agentic analytics patterns.
Created production-ready AI decision engine and net-new revenue stream; launched faster than internal estimates.
Delivered end-to-end from accelerator to production, building AI-powered campaign analysis with executive insight generation.
Production-ready AI-assisted reporting creating monthly narratives and PDF/HTML reports from business data.
Delivered MVP pipeline and production-readiness artifacts; fully cloud-funded accelerator.
Built end-to-end pipeline from data ingestion through AI narrative generation to multi-format report delivery.
Company-wide skill-share sessions, workshops, and technical enablement for GenAI and agentic systems.
Built internal capability and repeatable knowledge sharing for accelerator delivery across teams.
Organized and led enablement, training, documentation, and internal labs advancing team GenAI expertise.
Automated underwriting and credit risk assessment using GenAI to extract information from financial documents.
Reduces manual review effort and improves underwriting decisions with governed, auditable workflow.
Architected GenAI-powered risk analysis extracting data from bank statements with compliance-first approach.
Distributed LLM training benchmarking on custom hardware to compare training time and cost economics.
Evaluated GenAI training economics and performance for production planning.
Led adaptation and fine-tuning benchmarks for enterprise model training on specialized hardware.
GenAI-powered automation of real estate sales lifecycle with multi-modal agents and CRM integration across multiple geographies.
Reached production across multiple geographies and enterprise clients; flagship reference architecture.
Led solutioning from RAPID assessment through GenAI accelerator to production deployment with multi-agent orchestration.
AI-powered customer service call automation with working demo/MVP for enterprise contact centers.
Working MVP delivered; proven reference for voice AI cross-sell with 97% cost reduction per call.
Delivered AI assistant in Amazon Connect with production-grade voice automation and escalation flows.
Voice-activated scheduling system automating healthcare calls with agentic flows, replacing manual phone operations.
Reduced call-handling cost from ~$15 to <$0.01 per call; 97% cost reduction with 70-80% automation rate.
Designed and delivered voice automation for surgical scheduling across inbound/outbound calls, integrating EMR connectivity and compliance workflows.
GenAI features for apparel image generation, model rendering, and sketch generation for design workflows.
Accelerated design workflows and improved UX for apparel design users.
Delivered AI-powered imagery generation accelerating creative design and reducing production photography costs.
Natural language to SQL generation with LLM compliance endpoints and training/workshop components.
Automated LLM compliance requests with rapid prototyping and roadmap facilitation.
Facilitated readiness workshops and deployed GenAI SQL accelerator with API endpoints for LLM queries.
Spanish-language production-ready agentic assistant for customer engagement via WhatsApp.
Completed accelerator used as reference case for partner materials and cross-sell.
Delivered production-ready agentic assistant in Spanish, later referenced as flagship partner case.
Real-time sentiment and event detection from high-volume social feeds for disaster response.
Accelerates disaster detection; streamlines multi-language incident alerts and analysis.
Built real-time event/sentiment pipeline providing ongoing demos and architecture tuning.