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Apple · 2012
Geo-Spatial QA Automation Proprietary
2012
Apple Maps — Geo-Spatial QA & Defect Pipeline

Processed and triaged 200+ geolocation data defects per week during the Apple Maps global launch. Partnered directly with GIS engineers to improve regional map accuracy across three metro areas, and helped establish the geo-data validation pipelines and QA automation frameworks used during rollout.

12 percentage point accuracy improvement across 3 metro regions
GIS Geo-data validation QA pipelines Apple internal tools
Stitch America · 2013–2016
ArchitectureModernization
2013
Legacy Web Stack → MVC Architecture

Led full migration from a legacy codebase to a modern MVC web architecture. Significantly improved maintainability, performance, and readiness for the AI and analytics features that followed over the next decade.

ASP.NET MVCIIS → NginxSQL Server
Data EngineeringAttributionProprietary
2013–2020
Full-Funnel Attribution & Revenue Optimization System

Architected ad tracking infrastructure integrated with a proprietary CRM. Processed over 1.5M ad visitor sessions and $2.5M in ad spend, enabling revenue attribution across Google, Meta, and email. Correlation analysis identified high-ROAS channels, informed LTV strategies, and shaped campaign targeting.

Contributed to nearly doubling company revenue over 7 years
SQL ServerPythonGoogle Ads API Meta Ads APICRM integration
AI-ReadyVisual SearchProprietary
2014
Photo Catalog & Metadata System for Customer Orders

Built an ASP.NET photo management system to store, render, and display customer-submitted images tied to historical orders. Metadata tagging and classification features later enabled AI-powered visual search and retrieval. Integrated with legacy SQL Server and proprietary email processing.

ASP.NETMSSQLMetadata classificationEmail processing
ML-ReadyProduct EngineProprietary
2015
Dynamic Product Rendering Engine

Built a proprietary ASP.NET engine that displays real-time color renderings of embroidered items. Integrated with CRM and fulfillment systems and structured to support future ML-based personalization and product preview enhancements.

ASP.NETCRM integrationReal-time renderingFulfillment API
NLPSentiment AnalysisProprietary
2016
AI-Enabled Review Automation & Sentiment Analysis

Designed an ASP.NET system to automatically solicit customer reviews via email and SMS, with messages personalized using product images, order metadata, and delivery timing. Incorporated basic NLP sentiment analysis to flag negative responses and trigger support follow-ups — laying the foundation for AI-driven customer satisfaction loops.

ASP.NETNLPSMS/EmailCRMLogistics API
Stitch America · 2018–2022
SecurityInfrastructure
2018
Enterprise Network Security Overhaul

Reengineered internal security architecture via FortiGate firewall deployment and workstation-level monitoring. Improved network resilience and compliance readiness, positioning the company's infrastructure for AI system data protection requirements.

FortiGateNetwork monitoringEndpoint security
PCI DSSPayments
2019
PCI-Compliant Payment Stack Refactor

Modernized payment infrastructure to meet PCI DSS compliance standards. Laid groundwork for AI fraud-detection integration as a future layer.

$100K+ saved in processing fees over 3 years
PCI DSSPayment APIsASP.NET
Government GrantsAutomation
2021
Government Grants Automation (PPP + ERTC)

Spearheaded federal grant acquisition for PPP and ERTC programs by automating documentation workflows and streamlining internal financial reporting. Executed end-to-end under extreme operational constraints during the pandemic.

$750K+ in funding delivered
Financial reporting automationDocument workflows
Hardware + SoftwareR&D
2022
Patch Hat Product Ecosystem (Hardware + Digital Pipeline)

Led R&D and full delivery of a new product category integrating software enhancements, CRM/logistics updates, and CO2 laser hardware setup. Demonstrated full-lifecycle ownership from manufacturing integration to digital pipeline deployment.

CO2 laser hardwareCRM integrationLogistics pipeline
Stitch America · 2022–2025 — Modern AI Era
Data EngineeringAWSProprietary
2022
Privacy-Forward Marketing Intelligence (GA4 + Meta Server-Side)

Designed and deployed server-side tracking infrastructure using AWS API Gateway with proxy-based data handling for GA4 and Meta. Enabled GDPR-compliant analytics protected against browser-side limitations, establishing a high-fidelity cloud data stream for predictive modeling and AI-driven customer segmentation.

AWS API GatewayGA4Meta CAPI Server-side GTMGDPR
Mobile WebModernization
2023
Mobile Web Stack Modernization

Consolidated legacy mobile views into a responsive web architecture. Created a unified front-end foundation ready for ML-driven personalization layers.

50% reduction in load times
Responsive HTML/CSSPerformance optimization
SecurityAudit & Remediation
2024
Security Audit & Remediation

Led remediation of critical network and browser security vulnerabilities uncovered in a third-party audit. Aligned infrastructure with current best practices for AI model data protection.

Vulnerability remediationNetwork hardeningAI data protection
MicroservicesAzureProprietary
2024
.NET Monolith → AI-Enabled Microservices on Azure

Modernized a 300K+ LOC legacy .NET 3.0 monolith into containerized microservices deployed on Azure. Enabled full integration with AI agents across chat, voice, text, and email — all connected to legacy CRM, ERP, and logistics. Used self-hosted n8n as the orchestration layer for event-driven AI automation.

48% faster page loads · 3 new AI-integrated services shipped
Azure.NETDocker n8nMicroservicesERP/CRM API
n8nPostgreSQL Open Source
2025
n8n Chatbot with Postgres Transcript Storage

Conversational AI workflow with persistent session memory stored in Postgres. Full transcript logging enables quality review, audit trails, and retraining data capture from real interactions.

Full audit trail + retraining data pipeline across all sessions
n8nPostgreSQLLangChainOpenAI
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