How to Use AI to 10x Your Productivity

The “10x” claim is mostly marketing, so let’s clear that up first. You won’t actually multiply your output by ten. But after running AI tools through real DevOps work for a couple years, I can tell you they do turn hours into minutes. That’s the honest version of the pitch.

Here’s how I’d actually put them to work.

The 80/20 Rule of AI

The 80/20 rule applies to AI just like it does to everything else I’ve touched in 20 years of DevOps. The repetitive 80% — first-draft emails, status updates, boilerplate code, meeting notes — is exactly what today’s models handle well. That frees you up for the 20% that needs your judgment.

Here’s the part nobody talks about: knowing which 80% to hand off. Some of that “repetitive” work matters more than people realize. I’ve watched engineers dump too much to AI and then lose the plot on what their system was actually doing.

Start with the boring, low-stakes stuff. That’s the safe entry point.

Quick Wins

You don’t need some grand plan to start using AI. Pick the stuff that’s already annoying you and fix that first. Here’s where I’d start if I were rebuilding my week from scratch.

• Email: AI drafts replies in seconds. I use this for the boring stuff like confirmations and follow-ups, but the tricky ones I still write myself.
• Research: Paste a long article and ask for a summary. Beats reading 4,000 words to find the one stat you actually need.
• Content: First drafts from AI are fine. You’ll still rewrite most of it, but staring at a blank page is the worst part, and this skips that.
• Scheduling: Let an AI assistant handle the meeting Tetris. The time you save not playing email ping-pong about Tuesday at 2pm adds up.

Start Small

Pick one task that’s eating your time. There’s almost certainly an AI tool that handles the boring part. Get comfortable with it before adding another.

Trying to overhaul your whole workflow on day one is how people burn out and go right back to doing everything by hand.

I’ve installed too many tools in one weekend and abandoned most of them by Tuesday.