01 / Employer work · Cedar Marketing LLC
An AI platform built around daily operations.
Full-stack architecture, messaging workflows, and automation for automotive marketing and BDC teams.
- My role
- Sole architect and engineer
- Scope
- Application, backend, infrastructure, and AI orchestration
The problem
Messaging, appointments, CRM events, and revenue attribution required coordinated workflows, including substantial manual reminder and reconciliation work.
What I built
A serverless platform with a unified dashboard for CRM, messaging, appointments, campaigns, and analytics. Event-driven ingestion connects social, SMS, and CRM events. AI workflows include approval steps, guardrails, tool execution, and human handoffs.
The operational result
Automated appointment reminders replaced 600–1,000 manual reminder messages per day. A sales reconciliation pipeline automated revenue attribution and saved more than four hours of manual work daily.
600–1,000daily manual reminder messages eliminated
4+ hoursof daily reconciliation work saved
Built with AWS serverless services, Next.js, TypeScript, DynamoDB, Bedrock, and AWS CDK.
Read the professional experience ↗