Congrats on the revenue. Sorry about your money.

Feb 28, 2026

Adam McAllinan, founder who scaled BottleKeeper to $60M and built Pentane to encode his e‑commerce playbook. He explains why ad spend without a profit foundation is gambling. He unveils Pentane’s operator‑brain agent that answers profit questions. They cover tech stacks, classifying expenses, rapid agent prototyping, and why revenue spikes can hide real losses.

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ADVICE

Set A Profit Foundation Before You Scale Ads

Do stop guessing and set a profit foundation before scaling ad spend by categorizing expenses into fixed, variable, and a separate advertising bucket.
Pentane treats paid media as fuel you can ramp up/down while tracking true contribution to net profit.

ADVICE

Combine Software Dashboards With Hands On Coaching

Do pair directive software with human coaching when possible because users often don’t know the right questions to ask.
Pentane offers a weekly Mastery Plan call to surface real problems and inform product improvements.

ANECDOTE

Agent That Gives A 5% Net Profit Plan

Adam built an agent (Charlie) that answers direct profit questions like "How do I generate 5% net profit this month?" in seconds.
The agent inspects the customer's P&L and recommends concrete cuts and price tests based on Adam's profit framework.

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Most founders are accidentally running a casino.

Not a company.

They’re bragging about ROAS, celebrating revenue spikes, and somehow… still bleeding cash.

Because if you don’t know how much you should be spending, “ads” isn’t a strategy.

It’s gambling with better graphics.

Here’s the real conflict.
AI is about to flood the world with “growth tools” that promise the moon, but they still can’t ask the right questions.
AI can do the math.
It just can’t build the equation.

So here’s the deep question.
If your business is growing, but you can’t explain why you’re not making money, are you building a company… or a very expensive coping mechanism?

Welcome to AI for Founders, I’m Ryan Estes.
This is for founders building with AI, especially if you sell real products, run paid media, or you’re staring at a P&L like it’s written in ancient Sumerian.
You’re going to learn how to stop guessing, set a profit foundation first, and then scale like you actually mean it.

And now, meet Adam.
He took an e-comm brand from zero to $60 million in sales, then built Pentane, software that basically “encapsulates his brain” and tells operators what to do to get profitable.
Even wilder, he plugged in an agent so you can literally ask, “How do I hit 5% net profit this month?” and get a direct answer in seconds.

Founders, if you want your business to run like a system, not a mood, go subscribe to the newsletter at aiforfounders.co.
If your calendar is chaos, your margins are chaos, your brain deserves better, aiforfounders.co.
Join 27,000 founders who want signal, not noise, aiforfounders.co.

Quick favor, leave a review of the podcast like you’re rating a parachute after you actually jumped.

And a word from Kitcaster.com, if you’re a founder who should be on podcasts but you keep “meaning to,” Kitcaster books you on shows your customers already trust.
They handle the outreach, the follow-up, the scheduling, and the chaos.
You just show up and sound like the person who built the thing.

https://www.linkedin.com/in/adammcallinan/

https://www.linkedin.com/in/estesryan/

https://pentane.com

https://aiforfounders.co

https://bigskybravery.org

⁠https://kitcaster.com/application ⁠

⁠https://ryanestes.info⁠