17 February 2026 · 1 min read
First thing we tried to automate was the wrong thing
First thing we tried to automate: timesheets, scheduling, invoice chasing.
Those are the things that feel the most painful day to day.
Turns out that's backwards. Those tasks are annoying but they're not where the leverage is.
The leverage is in the work that creates value, scoping, writing, building frameworks, producing deliverables. That's where senior people spend most of their time, and where AI makes the biggest difference.
Once we shifted focus: a technical scoping document went from a day's work to 2 hours. A client training outline went from blank page to structured draft in 30 minutes.
The question that changed how we think about it
What work, if you could do it twice as fast and twice as well, would actually move the business?
Start there. Not with what's annoying.
The painful-but-low-value tasks are worth automating eventually. But if you start there, you spend months building automations that save 20 minutes a week on things that don't compound. Meanwhile your competitors are using AI to produce better proposals faster.
Priority matters. Start with the work that moves the needle.
More writing
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How I deployed an enterprise AI agent on Azure with Teams, email, and SharePoint
Full walkthrough: OpenClaw on a Linux VM, connected to Microsoft 365 via Graph API and Bot Framework. What I built, what broke, and what I'd do differently.
24 February 2026
We rebuilt how we write proposals
It used to take half a day. Now it takes 45 minutes. The interesting part isn't the time saving.