I spent this week doing free AI audits for CPG founders. Real brands. Real operators. Some doing five figures a month, some pushing toward their first million. Different products, different channels, different stages. Same three problems every single time. I wasn’t surprised — I’d seen this pattern before. But seeing it back to back, across brand after brand, made it impossible to ignore.
Here’s what I found:
Problem 1: Reorders on gut feel. Every founder I talked to was managing inventory the same way — checking stock when they remembered, reordering when it felt low, and occasionally getting caught short at the worst possible moment. No forecasting. No velocity tracking. No signal. Just vibes and a prayer. The cost isn’t just the stockout. It’s the retailer relationship you damage, the sale you miss, the co-packer slot you scramble for at a premium because you didn’t plan ahead. It compounds. An AI can track velocity by SKU, by channel, by location — and tell you exactly when to reorder before it’s a problem. This isn’t futuristic. It’s buildable today.
Problem 2: Zero visibility into actual margins. This one surprised me the most — not that it existed, but how universal it was. Most of the founders I audited couldn’t tell me, with confidence, what their actual per-unit margin is right now. Not last quarter. Not last month. Right now. COGS tracked in spreadsheets — when they were updated. Bookkeeping is running a month or two behind. Ingredient costs are fluctuating, but the pricing model is untouched. You can’t make good decisions — on pricing, on retail expansion, on fundraising — without knowing your real numbers. And most founders are making those decisions in the dark. Real-time margin tracking isn’t a luxury. It’s the foundation.
Problem 3: Retail outreach done entirely by hand. Every buyer email written from scratch. Every follow-up is manually tracked. Every pitch deck is built one at a time.
I talked to one founder who had the relationships, the product, and the hustle — and was still spending hours every week just on the admin of outreach. Not the strategy. The admin. An AI-powered outreach system knows your retail targets, drafts personalized buyer emails, tracks follow-up timelines, and flags when a conversation has gone cold. It doesn’t replace the relationship — it frees you up to have it.
What I did about it. None of these are complicated problems. They’re just unbuilt ones. So I built the tools to fix all three. Inventory forecasting that learns your velocity. A live COGS and margin dashboard that updates as your business moves. A retail outreach engine that handles the admin so you can focus on the close. This is what I mean when I say AI operating system for your brand — not a chatbot, not a prompt you run once. Real infrastructure, built around how your specific business works.
What’s next? I have a few audit spots left this month. If you’re a CPG founder and you’re still running any of this manually — I want to talk to you. The audit is free. I’ll show you exactly where your brand is bleeding, and what it would look like to fix it. DM me or reply here with the word audit. The brands that build this infrastructure in the next 12 months are going to have an unfair advantage in everything — supply chain, fundraising, retail, content. The ones that wait are going to wonder how their competitors got so far ahead so fast.
Don’t be that founder.
— Jonathan