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Dan Cumberland

Weekly AI strategies to reclaim 15+ hours/week— without sounding like a robot. Real systems. Real results. Your voice intact. Join 14,000+ founders.

Illustration representing shadow AI use inside a company — employees using unapproved AI tools without policy or oversight

Why I tell clients not to ban ChatGPT

Hi Reader, An IT director messaged me this week in a panic. He'd just run an audit to see who at his company was using AI, and the answer was everyone. Proposals, project files, client emails, all of it moving through personal ChatGPT accounts his firm had never approved and couldn't see into. No one had broken a rule, because there were no rules! His company had no position on AI at all. The problem is that he's the one who answers for data security, and he'd just found out it had been going...
Paper cutout illustration of scissors cutting tangled connector tubes between small machines, with one simple tube remaining

I cancelled Zapier, Make, and n8n

Hi Reader, I keep seeing the same thing with the firms I talk to, and it's a little painful to watch. Companies are spending hundreds, sometimes thousands, of dollars a month on Zapier subscriptions they don't need. Nobody set out to. It just stacks over time. One Zap here. A "premium" tier there. Per-task fees that creep up every quarter. And the thought of auditing it all, figuring out what each Zap even does anymore, feels too painful. So the bill keeps running. Someone I was talking to...
Pacemark AI maturity model: a spidergraph scoring six dimensions against a level 4 target

My son asked why the AI has a number

Hi Reader, Son: why is the AI "4.8"? Me: That's so you know how far along it is, and to tell you when it's better. Like right now we have Pax 10.5 (his name is Pax)Later this year we'll have Pax 11.He'll be bigger. Stronger. Smarter. Maybe better? For sure different. he laughs and smilesI feel like a cool dad Pax: Cool 😎 Numbers are just numbers. But they give you a map. Labels for where you are. Labels for where you want to get to. That's what version numbers are for. And here's the thing:...
Paper-cut illustration of a person speaking as a ribbon of words turns the wheels of a machine

Most days, I don't open anything but AI.

Hi Reader, Most days now, I don't open anything but AI. It's where the work happens. I open one window, say what I want, and it reaches across my email platform, my analytics, my search data, and gets it done. I barely operate software by hand anymore. I ask, and it acts. Today it's a newsletter being queued up, the sales pipeline reviewed and updated, and preparation for a client onboarding. All of this with a few sentences over an hour. Previously this would have taken much of my day. This...
Paper cutout illustration of a sage-green dumbbell and a terracotta kettlebell resting untouched on a clean floor beside a window.

1 AI builder per 20 people. Most have zero.

Hi Reader, I've studied 200+ companies going through AI transformation. One thing is very clear: you need one AI builder for every 20 people. Most companies have zero. Which is why the licenses sit there like unused gym equipment. What an AI builder actually is A posture before it's ever a job title. They reach for AI first— on the task they know how to do, and the one they don't. They've moved past the chat box. They work in Cowork, Claude Code, Codex, IDEs, scripts, etc. They build things...

What $160,000 in recovered labor actually looks like

Hi Reader, The most visible problem and the most expensive problem are almost never the same answer. I learned this early in advisory work— and I’ve had it confirmed in nearly every firm I’ve worked with since. The Session A proposal manager at an engineering firm called me with a familiar problem. Her team was using AI for occasional tasks— drafting emails, summarizing documents, cleaning up formatting. The tools were good. The results were fine. Nobody felt like they were getting ahead. We...
Paper cutout illustration of a conductor on tiered steps surrounded by concentric arches

You got promoted into middle management

Hi Reader, The fear for the last two years: machine does your job. You disappear. What actually happened is stranger. AI took the production work. And immediately proved it has zero judgment. It writes without knowing who it’s writing for. It builds without understanding the context. It moves fast and breaks the things that matter. (Sound familiar? I’ve managed actual humans who worked exactly like this.) So whether you wanted it or not, you became the manager. Your new daily job: Giving...
Paper cutout illustration of a spreadsheet grid with stacked paper cards in columns and a magnifying glass highlighting a row, surrounded by layered blue and green paper waves

The tool works. People just run out of ideas.

Hi Reader, The tool works. People just run out of things to ask it. Cowork shipped out of beta this week. And the questions I'm seeing— from coaches, architects, VPs, consultants, solopreneurs— is some version of: "What do I actually ask it to do?" I had it too, so you're not alone! They set it up. They run their first task. Maybe a second. Then they stare at the blinking cursor and wonder if they're doing something wrong. They're not. The bottleneck is inspiration, not technology. Why This...
Paper cutout illustration of a candle flame illuminating a scroll with hearts, question marks, and speech bubbles

The Beatitudes of AI

Hi Reader, Blessed are the AI headshot users, for they look younger but their skin also looks weird. Blessed are the AI early adopters, for they shall inherit middle management. Blessed are the AI hack hoarders, for there will always be more to hoard. Blessed are those who say coding is dead, for they don't read spaghetti code. Blessed are those who use AI for cold outreach, for theirs is the trash can and spam button. Blessed are the AI doomers, for they shall be vindicated...

Why I tell clients to ignore AI memory

Hi Reader, Last week I walked you through moving everything from ChatGPT to Claude. Four steps, everything comes with you. But here’s what I didn’t say— the migration is the easy part. The harder question is where that context should actually live. Someone commented on one of my LinkedIn posts: "ChatGPT’s memory is more reliable than Claude’s." They were right. And that’s exactly the wrong question. I’ve built context systems for a dozen clients this year. The pattern is always the same— the...

Weekly AI strategies to reclaim 15+ hours/week— without sounding like a robot. Real systems. Real results. Your voice intact. Join 14,000+ founders.