From an Hour to Four: Build Tools, Not Just Prompts (Year 2)

By year two, the free hour was banked. Everyone had it. The question matured from “isn’t this neat?” to the one that actually builds a company: how do you go from AI as a handy sidekick to AI as how the work gets done?

From Sidekick to How-the-Work-Gets-Done

The answer doubled the number. Year two was three to four hours a day, per person. The unlock was simple to say and harder to do: stop using generic AI for specific jobs, and start building tools.

Take McDrake, our promotional-products business. Version one of our quoting tool basically looked like a CRM with AI bolted on — helpful, but you still did the work. Version two is a different animal: it ingests the quotes our suppliers send, and auto-generates a marked-up, client-ready quote on its own. The human went from doing the quote to approving the quote — which, if you’ve ever built a quote at 11 p.m., is roughly the difference between cooking dinner and being handed it. That’s the leap: from a tool that assists the task to a tool that does the task.

Point It at the Boring Stuff

Or Painted Hills, where we built a board portal that does the prep that used to eat the three days before every meeting — the kind of work nobody puts on a résumé and everybody secretly dreads. Not glamorous. Neither is plumbing, and you’d miss it in a hurry.

And we pointed AI at the back office, which is where the hours actually hide, because the back office is boring enough that smart people avoid it. Our trip-expense process used to eat an afternoon of digging up receipts and wrestling a template. Now it pulls the receipts and builds the package itself while I do something that actually grows the business.

Build It In, Don’t Just Use It

Here’s the pattern worth stealing: the first hour comes from people using AI. The next three come from building AI into the process, so the savings don’t quietly evaporate the first busy week everyone forgets the tool exists. A prompt is a favor you do yourself once. A tool is a favor that shows up every single day without being asked.

You don’t need engineers for most of this anymore — that’s the whole point of where we’re headed. But you do need to stop thinking “what can I ask AI?” and start thinking “what should I never have to do again?” Answer that honestly and you’ll find your three hours.

Final Thoughts

Why It Matters: Using AI saves minutes. Building AI into your processes saves the whole task — and the savings don’t depend on anyone remembering to use it.

What to Do: List the tasks you’d love to never do again. Turn the top one into a purpose-built tool, and aim it at the boring, expensive back office.

Coming Up Next: The year the question stopped being “how much time does this save?” and became “what does my company even look like now?”

Disruption with a side of humor — Kirk Drake, signing off (until the next post).

How to spot which processes are worth turning into tools is a talk I give often. Book me here and I’ll walk your team through it.