AI for operators — applied, not theoretical

Use AI to make your work better.

A free community and weekly call for putting AI to work inside your business.

Apply for the Operators Circle
FreeWeekly live call

Booking flow live

Saved Sarah 6 hrs/wk on intake

2 days ago

Email triage agent

Clearing 80% of inbox before 9am

5 days ago

Quote builder shipped

Mike's CPQ for advisor planning

1 week ago

Cold email rewrite

3x reply rate at the dental office

2 weeks ago

claude-session
$ claude "draft 3 follow-up emails for cold leads who didn't reply"

Pulled 14 stalled leads from CRM

Drafted 3 angles per lead, personalized

Queued for review in Gmail drafts

Done — 42 drafts ready, 11 minutes

$ claude "what should we automate next?"
ops-dashboard.internal
Operator workflow built with Claude Code

Sound familiar?

You don't need another course. You need a room of operators figuring this out together.

Person struggling to learn AI tooling

Your industry is changing fast

and you don't know where AI plugs in for the work you actually do

You've watched the videos

read the prompts, saved the threads — but nothing's shipped inside your business

Courses are too theoretical

Twitter is too noisy — you want a peer group that's actually building

Who this is for: Founders, owners, managers, employees — anyone applying AI inside the work they actually do.

From AI-curious to AI-applied

Everything you need to put AI to work inside the job you already have.

Person succeeding with AI tools
01

Real workflows, not tutorials

Watch real operators build real things — booking flows, email agents, CPQ tools, internal dashboards. Steal the patterns.

page.tsx

export default function Hero() {

return (

<section className="hero">

<h1>Fresh Baked Daily</h1>

<Button>Order Now</Button>

</section>

)

}

TypeScript React deployed
Operator StackLive

Inbox triage agent

Claudeclassify + draft
ZapierGmail trigger
Airtablelog + audit
Hours saved / wk~6
Built in: 2 Tuesdays

Tool stack for operators

Claude, Notion, Zapier, Airtable, n8n — what to use for what, and what's hype.

03

Weekly live builds

Every Tuesday. Show what you're working on, get unstuck, see what others are shipping. Cameras optional.

Tuesday · 12:00 ET Live

00:00 Coworking — work on your build

25:00 Show-and-tell — 3 operators demo

45:00 Stuck? Q&A round

14 operators on last week's call

Library

Operator prompts & templates

42 items
Cold-email rewriterprompt
Meeting → action itemsprompt
Inbox triage agenttemplate
Quote builder (CPQ)template
CopyAdapt

Templates + prompts

Prompt libraries, agent templates, automations — copy them, adapt them, ship them.

Build it together

A free Discord and weekly call for operators putting AI to work.

🔥
👀
👍
# shipped14 online
J
JakeToday at 3:42 PM

Just shipped a Claude agent that drafts client follow-ups for our advisor team. 4 hrs to build, saving ~5 hrs/wk.

🔥 5👀 3
M
MattToday at 3:45 PM

Drop the prompt in the channel — half the room wants to steal it.

S
SarahToday at 4:01 PM

Owner here. Got our intake form parsing into Notion via Make + Claude. Took 2 Tuesdays.

👍 7
Message #shipped

The Operators Circle

Small. Curated. Application required.

Inside MCH Labs is a smaller, curated group for operators serious about applying AI in their work — peer accountability, deeper builds, and faster feedback than a Discord server alone can give you.

No course. No fee. Acceptance only. We keep it small on purpose so the room stays useful.

If you're shipping inside a real business — owner, manager, or employee — and you want a tighter peer group around the work, apply.

ApplyApplications opening — drop your email below to be first in line

Applications opening soon. Use the main signup to join the free Discord and weekly call — we'll email you when the Operators Circle opens.

Matt

Hey, I'm Matt

I use Claude Code daily to build the kinds of internal systems most businesses are sleeping on — booking flows, agents, dashboards, automations. MCH Labs is where operators like you learn to do the same.

I also run MCH Projects — a 1:1 AI + marketing agency for service businesses. If you decide AI is worth doing for your business but don't want to build it yourself, we build it for you. Most Labs members never need that. Some do. Either path is fine.

Claude Code dailyBuild it or hire itFree community

The Business Pathway Prompt

An interactive Claude prompt that interviews you in 6 questions and outputs a personalized AI business pathway plan. Plus a free Discord invite and Tuesday call link.

Free. Unsubscribe anytime. No tricks.