Available for work

Margaret Cam

I find what's missing. Then I build it.

Seven implementations shipped end-to-end. Conversion tracking, workflow automation, reporting infrastructure — stood up from scratch. Currently deploying AI tooling in daily operations work.

Workflow Automation·Operational Systems·AI Tooling·Implementation

See My Work

I make what
others overlook.

My path to designing systems wasn't through a CS degree. It was through ten years running floors at some of New York's best restaurants, launching my own businesses, and eventually becoming the person at every job who asked: why are we still doing this manually?

I've worked in hospitality, apparel, e-commerce, marketing, and health and wellness operations — usually in roles where the tools didn't exist yet and someone had to make them. That's where I learned to think like a business owner: not just what's broken, but what the business actually needs to grow.

Today I design and ship internal tools, automations, and dashboards that give teams clarity on their work and give owners visibility into their numbers.

I'm drawn to the infrastructure layer — the systems that make growth legible and execution reliable. I'm looking to bring that work inside a company that's doing something worth doing.

AI & Automation

  • System prompt design
  • Context & memory management
  • Workflow automation with LLMs
  • Evaluation & iteration
  • AI-assisted tooling

Operations & Implementation

  • Operational dashboards
  • API & Zapier integrations
  • Lifecycle tracking & KPIs
  • Workflow tracking systems
  • Data pipelines & reporting

Selected Projects

AI Systems 2025 — ongoing

Local LLM Stack

A fully self-hosted AI assistant running on consumer hardware. No cloud, no data leaving the machine. Model serving, Docker interface, and chat stack are live. RAG pipelines fed by personal chat history and learning materials are in progress.

  • Ollama
  • Llama 3.1
  • Open WebUI
  • Docker
  • RAG
Workflow Automation 2025

Clinic Room Tracker

One click replaces 20 minutes of manual morning setup. The best features — live room availability, new patient flags, one-click archiving — weren't in the brief. They came from watching where staff hesitated.

  • Google Apps Script
  • Google Sheets
  • Drive API
Operational Systems 2025

Inventory Tracker

No more "I thought someone ordered that." Any staff member can flag low stock, and everyone can see exactly where an order stands.

  • Google Apps Script
  • Google Sheets
  • Drive API
Case Study →
Operational Systems 2026

Expense Tracker

Tracks every supply and merch order by category and month. Clean for the bookkeeper. Useful for anyone asking "wait, how much did we spend?"

  • Google Apps Script
  • Google Sheets
  • Drive API
Case Study →
Operational Systems 2025

New Patient Tracker

Inquiries don't convert themselves. This tracks every lead through follow-up so nothing slips.

  • Google Apps Script
  • Google Sheets
  • Drive API
Case Study →
Web Development 2026

herndonrec.com

The HCC class schedule is a 48-page PDF. This turns it into something you can easily browse on your phone.

  • HTML
  • CSS
  • JavaScript
  • Cloudflare Pages
Web Development 2025

The Towns at O4W

The client hired me on a referral. They knew my eye, not my code. Built a site that walks a buyer from first look to form submission, for a 31-unit Atlanta community that hadn't opened yet.

  • HTML
  • CSS
  • JavaScript
  • Netlify

Let's work
together.

Have a project in mind or want to talk about AI workflows and web development? I'd love to hear from you.