Publish Pipeline Test: Your First AI Win Shouldn't Impress Anyone
Why the sexiest use case is the usually the worst place to start
Most founders pick their first AI project by reaching for the biggest, sexiest thing on the list. But that's the fastest way to stall out. Or worse, to lose your faith in AI entirely. Here's the better first move that actually compounds.
Matt Harward
Remember your first time in a real gym? No clue what to actually do… but it all seemed so damn sexy.
All those people who knew what they were doing. The body you wanted in your head. Movements that looked so smooth and effortless. It was all there, right in front of you.
So you sat down at a machine you didn't understand, set the pin at a weight you didn't know, and tried to move in a way your body didn't want to.
And… oh snap! It's hard. The gym-timidation is real.
You know how the story ends. It goes 1 of 2 ways, and neither is ripped and brimming with confidence. It's either an unused gym membership, or a tweaked back and a story about how you're not really a gym kind of person.
It's a clear setup for failure.
Yet that's basically how most founders pick their first AI project.
The muscles you want…
You see what AI can do. The slick automation someone demoed on YouTube. The founder who swears it changed their whole business. The version of your company that runs without you white-knuckling every piece of it.
It's all there, right in front of you. Sexy as ever.
And yet, no clue how to actually get there. So you reach for the biggest thing on your list — the one that would change everything. Not because you're reckless, but because going for gold is what you do.
The injury you got…
It predictably goes 1 of 2 ways:
Either it quietly dies. Too many moving parts. Too unreliable. Too technical. Too much babysitting. Three weeks later it's the Peloton in your bedroom that's really just a very expensive clothing rack.
Or it kinda-sorta works. Sometimes. And sometimes says the wrong thing to the wrong customer at the wrong time. Your business looks bad. You feel stupid. Now you've got the tweaked back, and the story about how AI isn't for a business like yours.
That second one is the rough one. You didn't just lose face. You lost faith.
Strength comes from reps
Strength doesn't come from the heaviest thing you can barely lift once. It comes from reps. And reps only happen with a weight you can actually move. Light reps now are what carry heavy weight later.
So the question isn't "what's the most valuable thing AI could do for me?" It's "what's the smallest thing I already do over and over that AI could take off my plate today?" The boring, repeatable one. The rep. The one you'll do twenty times this week, and feel every one.
It probably isn't sexy. It's the stretching before the lift.
Don't just pose in the mirror
Small doesn't mean pointless. It can't be posing in the mirror — a logo, a clever demo, something that looks impressive and changes nothing. Feels good. Moves no weight.
A real first win must pass two tests. It hands you back something you can feel: an hour off your plate, a lead that didn't slip, money that actually showed up. And you can put one number on it. If you can't name the number, you're posing in the mirror.
The unglamorous ones win. The reply you've typed a hundred versions of. The call that turns into next steps without you writing them up. The quote you build from scratch every single time. Pick one. Run it this week. Watch the number move.
Moving the pin up a notch
Only once it's running and you actually trust it do you move the pin and add a little weight.
That's how you get strong. It's also, quietly, the transformation you were reaching for on day one — except now you can carry it. Compound it. Stack it for more gains.
A year of that and you're strong. A year of trying to move the whole stack on day one and you're on the couch. Broken, and certain it just isn't for you.
Your first AI win isn't the impressive one. It's the one you can do again tomorrow.
Your first step isn't your neighbor's
Knowing how the story ends isn't the same as knowing your next move. You can nod along to every word and still be standing in the gym on day one, no clue which machine is yours.
Because that small, meaningful win in your business isn't the same as anyone else's.
It depends on where your time actually goes. What you value. What an hour saved is worth to you. Which dropped ball costs you the most.
A good trainer doesn't hand you the same workout as everyone else. If that worked, you'd just Google it and move on.
No. They ask a few good questions, watch how you move, then build the plan around you. It's the same unlock for your first real AI win.
Which move is right for you?
Spend six minutes with our AI specialist. Answer a few sharp questions, and you'll walk away knowing your first real move — the one that fits your business, pays you back, and you can actually start now.
Not a heavier lift. The right one.