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

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.