Taking contract builds Remote

John P. McGlone, AI Product EngineerI build and ship AI-powered apps end to end.

  1. Idea
  2. Design with AI
  3. Build with AI
  4. Product with AI inside
  5. Launch

AI at every step after the idea

iOS, web, backend and the AI features inside them, built and shipped by one engineer. 17 years shipping software; the sole iOS engineer behind Rumble Studio.

Hiring full-time? See my résumé PDF

Portrait of John P. McGlone

Latest work

AutodemiaAI study partner
Men of HungerMen’s social network

Previously at

Rumble Imgur DocuSign Workday Walmart

Taking contract builds

Work with me

I take on 2–3 contract builds at a time, remote from Roanoke, VA (Eastern time).

  • MVP build

    About 6 weeks

    Idea to launched iOS and/or web app, including the backend.

    • Backend and auth
    • Stripe billing and analytics
    • Fixed scope, weekly demos
  • AI feature sprint

    2–4 weeks

    Assistants, summaries, agents, and Claude/MCP integrations in the product you have.

    • Cost controls: model routing, usage caps
    • Tests for the AI features

    Proof: Marv and “Catch me up” on Men of Hunger. Autodemia’s model routing keeps AI spend below revenue.

  • App rescue & launch

    A stalled, buggy, or rejected iOS app, unstuck and shipped.

    • Crash, build, and review fixes
    • CI and testing
    • App Store submission

Rate: $150/hr, or a fixed price per scope. How I build

Products I built end to end

Also open to remote, full-time Founding Engineer, Product Engineer, AI Engineer, or Forward Deployed Engineer roles.

See my résumé

How I build

One engineer, AI agents, and tests on every merge

  • Agents type, I decide

    AI coding agents, mostly Claude Code, do most of the typing. I own the product decisions, the architecture, and every code review.

  • Tests gate every merge

    Lint, type checks, and tests run on every pull request. If they fail, it doesn’t merge.

  • AI features with controls

    AI features ship with cost and quality controls: model routing, usage caps, and tests.

  • One owner, design to App Store

    The same person takes it from design to the App Store, so nothing gets lost in a handoff.

The full workflow

Latest big project Shipped

Rumble Studio, on every Apple screen.

I built Rumble Studio for iOS from scratch as its sole developer, then shipped every update on iPhone and iPad. The same iPad app runs on Vision Pro, with custom UI so eye tracking can highlight each control.

2,000+ creators adopted Studio by May 2024. Some who went live with it:

More creators in the Studio case study
“The Rumble Studio feature is incredible. Effortless streaming on multiple platforms at the same time.”
Scott Adams, March 2024Scott streamed Coffee with Scott Adams through Studio. I got to know him before and during my time at Rumble. He is missed.
View on the App Store

Building now

What I’m working on

Meet Marv

Marv, a small white robot inside an orange ring

One AI assistant, in both products.

Marv is the AI assistant I built for Autodemia and Men of Hunger. He’s the same character in both, plain and direct, but he does a different job in each.

On Autodemia

  • On every screen

    Ask from anywhere (⌘J). He already knows the lesson, question, or card you’re on.

  • Explains and checks

    Answers from your own sources with checked citations, and grades your work without handing you the answer.

  • Builds things to try

    Makes interactive widgets with sliders and challenges, and finds real images to learn from.

  • Talk or argue

    Talk to him out loud, or argue with him: he takes a wrong side and you have three turns to change his mind.

@marv on Autodemia

On Men of Hunger

  • Catch me up Case study

    Briefs a long thread from its replies, images, and the public profiles of the people in it. It’s his main job.

  • Chat and current events

    Message him, or @marv him in a thread or group. He knows what’s happening on Men of Hunger right now and searches the web for the news.

  • Tasks and a morning brief

    Hand him a task and he checks his own work before calling it done. Your morning brief only arrives when something changed. Anything he’d change for you waits for your OK.

  • For admins

    Answers questions about site data and analytics, and drafts newsletters, report reviews, and verification calls for a person to approve.

@marv on Men of Hunger

He gets better on his own in both. Once a day he reviews how his answers landed, from corrections, pushback, and reactions, and writes himself plain-language lessons. Nothing private makes it into them.

The personal side of building

AI in my
everyday life.

I build with AI at work, but I also use it to solve problems at home, preserve family history, and keep track of my finances.

01 / Memory & meaning Work in progress

An AI biographer

I’m building an AI biographer for my memoir. Custom tools connect letters, photos, stories, and interviews through a graph of people and relationships, developing the book, a wiki, and a family tree.

Illustrative workflowExplore a source
AI biographer People + relationships
Book Wiki Family tree

Letters add a voice. Connections give it context.

02 / Life together In use

A little help running home.

I use household agents with my wife, connecting Linear home tasks, calendars, and email. A morning brief helps us get going. Evening wins help us close the day.

Start with a little clarity

One shared view of the day.

What’s coming up. What needs attention.

LinearCalendarsEmailIllustrative workflow
03 / A clearer picture In use

My finances, organized.

I use AI to organize my income, spending, expenses, and assets into a clearer picture of my finances.

IncomeSpendingExpensesAssets
One clearer view

Less scattered. More understandable. Illustrative workflow · no account data

Career

The road here

2009 to today. Drag through it, or use the arrow keys.

2009Northern Kentucky University
2011Workday
2013DocuSign
2015Imgur
2016Layer
2017Eligible
2019AD:60
Airside Mobile
2020Walmart Labs
Supersapiens
2021Rite Aid
2022EEpihealthy
Callin
2023Rumble
Case study Go Live from the phone

2023 – 2026

Rumble

Lead iOS Developer (Studio) · Senior iOS Developer (Video)

Sole iOS developer for Rumble Studio, a livestreaming app that streams to six platforms at once, adopted by 2,000+ creators by May 2024. Built it from scratch to the App Store with the backend and design teams, set the iOS technical direction, and owned every update on iPhone, iPad, and Vision Pro.

Joined via Callin acquisition · May 2023

Full story in the résumé

Excerpt from James Whitney’s recommendation

…John single-handedly built the Rumble Studio app from the ground up.
James WhitneyJames WhitneyStudio Lead at RumbleManaged John at Rumble Read the full recommendation

Outside of tech Husband 3 kids and counting Landlord