Not because it did a bad job. Because using it felt like a job. It stopped me constantly: did you clip any coupons? Do you have receipts? Which dinners actually got cooked? Three separate interrogations before it would even start planning, and each one sent me digging through my purse, my memory, or a pile of Kroger receipts I definitely didn't keep.

I'd built the automation. I hadn't automated the part that was actually exhausting: answering it.

I was already creating the data it kept begging me for

Here's what I figured out, and it's dumber and more useful than it sounds. I was already creating the data it kept begging me for. Every time I check an item off my grocery app while I'm standing in the cereal aisle, that's a receipt. I just wasn't reading it that way. Now my system pulls whatever I checked off, files it into my pantry inventory, and clears the list for next week. I didn't add a single new habit. I just told the AI to notice the one I already had.

The second fix was even lazier, in the best way

My deals and coupons used to come from the AI itself — three stores' weekly ads plus a couple of coupon sites, fetched and merged, every single week. Do you know what that is? That's paying a lawyer's hourly rate to alphabetize a spice rack. Now a script runs on a timer twice a week, no AI, no tokens, no me. By the time I sit down to plan, the deals are already sitting there.

Before → After

3 questions, 3 separate times

  • "Did you clip any coupons?"
  • "Do you have receipts?"
  • "Which dinners actually got cooked?"

1 question, asked once

"Here's the plan and the deals — anything you want to swap?"

Count the questions, not the features

What I'd tell anyone building something like this: count the questions your system asks you every time you run it. Not features. Questions. Every one is a tiny tollbooth, and tollbooths are exactly where people stop making the trip. Mine used to have three. Now it has one, asked all at once, instead of interrupting me three separate times like a toddler who forgot what they walked into the kitchen for.

I didn't make the AI smarter. I made it stop pretending my life was less structured than it already is.

Where it stands now

My whole weekly flow is two commands and one answer that takes about as long as replying to a text. Kit and setup guide linked below if you want to build your own.

Count the questions your automation asks you. That number is basically its life expectancy.