VMGM.
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AI enablement for engineering teams

Your dev team,
fluent in AI.

A team that has not really adopted AI is not weeks behind. It is years. We find what yours is missing and set it up to last.

Talk to us about your teamNeed a product built instead?
  1. SentryTypeError in invoice.reminders, first seen
  2. Cursorfix and a test, branch openedtest was wrong, fixed, pushed
  3. GitHubPR #412 opened
  4. CI1 check failedevery check green
  5. Humanread it, asked one question, merged

Teams we have worked with

For your team

Your engineers are figuring out AI alone.

Your engineers already use AI, each in their own way, and none of what they learn is shared. We find what your team is missing: the tools, the guardrails and the patterns an agent will follow, and leave it working the same way for everyone.

Talk to us about your team
  1. 01Day one

    Talk to our AI voice agent

    It interviews you about how your team builds today and you answer out loud, right here on this site. Nothing to book and nothing to prepare.

  2. 02That week

    We tell you whether we can help

    We read it and come back either way. If your setup is already in good shape, that is the answer and it costs you nothing.

  3. 03A short call

    We meet each other

    Half an hour to put faces to names and for you to decide we are worth your engineers’ time. You ask us whatever you want.

  4. 04About an hour

    Your engineers walk us through it

    Two or three of them show us how they actually build: the repo, the pipeline, where the agents help and where people quietly stopped using them.

  5. 05A week later

    We sit down and go through the plan

    Not a document in your inbox. We walk your team through what to change and in what order, and answer the questions it raises while we are all there.

  6. 06A month on

    We check what landed

    What you put in, what you skipped, what it changed. If there is more worth doing, that is when we would talk about it.

What actually holds

Four things keep an agent honest. Most teams have only the weakest one.

Underneath all four is a person catching it in review. Every comment they leave is a check that should have existed.

  1. Architecture and conventions
  2. Checks in CI
  3. The compiler, types and schemas
  4. Rules, skills and style guides
  5. a person, in review

Build a product

Or hire us to build the whole thing.

You have the product in your head and no team to build it. We are that team: an AI-first engineering shop that takes an idea from first scope to real users, end to end, and moves faster than a conventional agency because of how we work.

More on how we build an MVP and on React Native apps for iOS and Android.

Start a project

  • Web, mobile and the plumbing

    Web apps, mobile apps, APIs and the background jobs behind them.

  • One team, start to finish

    Design and engineering under one roof, not handed between vendors.

  • Your cloud, your name

    Deployed to your own account from the first week, never ours.

  • Guardrails from day one

    The same trust gates we put in for client teams, installed as we build.

  • Weekly working demos

    Software on a real URL every week, not a status deck.

  • You own all of it

    The code, the data and the accounts stay yours throughout.

  1. 01Day one

    Tell our voice agent what you want built

    Describe it the way you would to a friend. It asks the questions that usually take a first call to get to.

  2. 02That week

    We meet and pull it apart

    What it has to do, what it does not, what already exists, and what would make this a bad idea. We would rather find that now.

  3. 03A few days later

    A fixed quote, free

    One number, what is in it, what is not, and when the first version lands. Yours to keep and take elsewhere if the answer is no.

  4. 04Then

    We build it in the open

    Working software on a real URL every week, deployed to your own cloud account. You steer as you see it, and you own all of it throughout.

Built and shipped

All work
A subdivision part-built at sunrise, slabs poured and frames going up, with a pickup carrying a roof-mounted camera driving the street.

Scrap-It · 2026 · 3 months

ClearSite

Lots with no addresses, graded from a drive-past. The plat becomes a map, the map gives every lot coordinates, and a camera on a truck does the rest.

Expo · tRPC · NestJS · LangGraph · Postgres · AWS

A small QR card standing on the worn wooden counter of a coffee shop in late afternoon light, a customer waiting out of focus behind it.

Humach · 2026 · 2 months

Feedback to Action

An AI voice agent that collects customer feedback by phone, and turns thousands of calls into one report per location.

TanStack · Twilio · ElevenLabs · LangGraph · Postgres · AWS

About

Meet the founders

Portrait of Vince Miller

Vince Miller

Co-founder

Portrait of Gary Miller

Gary Miller

Co-founder

VMGM is led by brothers Vince and Gary Miller. We have been building and running complete products since 2019, back when AI could not write a line of code, and that groundwork is what the tools multiply: the fundamentals first, the tools on top.

More about us

Start here

Tell us what you need, out loud.

Our AI voice agent asks a few questions, you answer by talking, and we come back that week with honest thoughts on whether we are the right fit.

For your teamHelp my team with AIStart the questionnaireBuild a productBuild our productStart the questionnaire