What I Was Trying to Accomplish
My to-do list had 47 items.
Not a project plan. Not a strategic roadmap. Just a running list of things I'd been adding to for two weeks. Client emails to send. Follow-ups to schedule. Drafts to review. A dentist appointment to book. Three things I needed to buy. A document I needed to find. A call I needed to return.
It was a mess. No categories. No priority. No order. Just 47 lines of text.
I didn't want AI to decide what mattered most. I wanted AI to organize the list so I could decide. There's a difference. One is delegation. The other is assistance.
So I tested it. Here's what happened.
What I Used
Tool: A general-purpose AI assistant (free tier)
Input: A plain-text list of 47 to-do items
Time available: 15 minutes
Goal: A categorized, readable list—not a prioritized one
The Safety Concern
My to-do list had client names. It had project names. It had personal items. I didn't want to paste all of that into an AI tool without thinking about it.
So I did three things.
First, I replaced client names with placeholders like [CLIENT A] and [CLIENT B].
Second, I removed anything with financial, legal, or medical details.
Third, I kept the AI output as a draft. Any list I actually used was reviewed by me first.
If you're doing something similar, I'd recommend the same precautions.
The Prompt
Here's the exact prompt I used:
"Organize this to-do list. Group items by category. Do not prioritize them. Do not tell me what to do first. Just group similar items together and label each group. Keep the original wording."
I emphasized "do not prioritize" because I didn't want the AI making judgment calls. I wanted organization, not decisions.
The First Attempt
I pasted my 47 items and hit enter.
The AI produced a categorized list in about 10 seconds. It looked like this:
Client Work
Send email to [CLIENT A] about project timeline
Follow up with [CLIENT B] on proposal
Review draft for [CLIENT C]
Return call to [CLIENT D]
Administrative
Book dentist appointment
Find tax document
Schedule team meeting
Update project tracker
Personal
Buy groceries
Call plumber
Pick up dry cleaning
Order new shoes
Other
Read article about AI tools
Research new software
Think about Q4 planning
It was organized. It was clean. It was readable.
But it wasn't done.
What the AI Did Well
It grouped items. I had a mess. The AI created categories. That made the list easier to look at.
It followed my constraint. I said "do not prioritize." It didn't prioritize. It just grouped.
It kept the original wording. I didn't want the AI rewriting my tasks. It didn't. It just moved them around.
It was fast. Ten seconds to organize 47 items.
It gave me something to react to. When I have a categorized list, I can edit it. When I have a mess, I have to create order from scratch.
What Still Needed My Attention
It created too many "Other" items. The AI didn't know where to put about 12 items. It dumped them into "Other." That wasn't helpful.
It missed context. Some items belonged together that the AI didn't group. "Think about Q4 planning" and "Update project tracker" were related. The AI didn't see the connection.
It missed urgency. I told it not to prioritize, but I still wanted to see which items were time-sensitive. The AI didn't flag anything.
It missed dependencies. Some items depended on others. "Review draft for [CLIENT C]" couldn't happen until "[CLIENT C] sends updated brief." The AI didn't know that.
It missed my categories. I have my own categories. The AI created new ones. They didn't match how I think about my work.
The Revisions I Made
I spent about 10 minutes editing the list.
I renamed the categories to match how I actually think. I moved items out of "Other." I added notes about urgency. I flagged dependencies. I removed items that were no longer relevant.
The final list was about 35 items. It was 70% AI organized, 30% my edits.
Here's what I learned: the AI gave me categories. I added context.
The Math
Without AI: Organizing 47 items into categories would have taken about 20 minutes.
With AI: Organizing, editing, and adding context took about 15 minutes.
Time saved: About 5 minutes. Not a lot. But those 5 minutes were the worst 5 minutes—the staring, the sorting, the blank page.
The Part That Worked—and the Part That Didn't
Worked: Grouping. Creating categories. Following my constraint about not prioritizing.
Didn't work: Creating useful "Other" categories. Understanding context. Flagging dependencies.
Would I Trust This Result Without Checking It?
No.
The categorized list was a starting point. It wasn't a final list. I wouldn't use it without reviewing it, renaming categories, and adding context.
But it did save me time. It gave me a way to look at 47 items without feeling overwhelmed. That's worth something.
My Question for You
Do you use AI to organize your to-do list?
If so, how do you keep it from deciding priorities for you? Do you use a different tool? Do you organize manually?
I'm curious what works for other people. I've been using this process for a few weeks. It's not perfect, but it's better than staring at a mess.
