From Task List to Workday: Who Does the Planning?

I've left meetings fully engaged, knowing what needed to happen next, then lost the detail almost as soon as they ended. Days later, my own notes could read like another language. A reminder to “follow up” might preserve the commitment, but I'd still have to reconstruct what the follow-up involved, what came first and whether I had time to do it.

That reconstruction is planning. A task manager can keep the commitment visible, which is valuable, while leaving me to prepare the work all over again. I think the useful question for any productivity tool is how much of the work between “I need to do this” and “I can start now” it actually takes on.

The work hidden inside a task list

Executive functioning is the set of mental processes we use to plan, begin, remember, sequence and adjust what we're doing. The NIMH includes planning and decision-making in that description, and the NHS describes difficulties with organising time, following instructions and finishing tasks among the experiences some adults with ADHD have. That varies from person to person. A good memory for one kind of work doesn't tell you how someone handles a crowded week or a vague brief.

I care about the work that happens before the visible work. “Prepare the board update” may require finding last quarter's figures, checking what has changed since the previous update, deciding whose input is missing and choosing what the board actually needs to know. Each decision is small enough to disappear from the task title. Together they can consume the energy someone needed to get started.

You can know your job well and still find this part difficult. The burden also returns when the day changes. A useful plan has to account for the work that didn't happen, the deadline that moved and the meeting that took the only quiet hour. If the person must rebuild it each time, the system is asking them to perform planning as a second job.

What general productivity tools already do well

Asana, Todoist, Notion, Microsoft To Do and calendars solve real problems. They give obligations a home, make deadlines visible and let teams see what has been assigned. Todoist's Task Assist can suggest subtasks. Microsoft To Do's My Day offers suggestions from unfinished and upcoming tasks. Asana's AI Studio and Notion AI can automate parts of an established workflow.

Their flexibility helps when a person or team already knows how it wants to work. The setup matters too. Someone chooses which projects exist, what an important task means in that system and how a change in circumstances should alter the plan. An automation can move tasks according to a rule, but that rule may not reflect what a changed day needs. A task list can show me everything I owe while still leaving me to decide what a realistic Tuesday contains.

A clearer list, a reminder or an AI suggestion can help. I still want to know whether I'll have to turn it into a workable day and keep that day current.

AI assistants can plan with you and connect to your work

I've found general AI assistants useful for thinking through messy work. You can give ChatGPT or Claude a brief, ask for the missing steps, test your priorities and get help choosing where to begin. With a saved project or workspace, the context can carry into the next conversation. A connected assistant can also create or update tasks where you actually keep your work.

A plan in a chat can be useful, but I need it to be there when I open my work tomorrow. Without a connection to the place I keep my tasks, I still have to transfer the steps, schedule them and keep the plan current.

ADHD-focused tools carry different parts of the load

Goblin Tools' Magic ToDo helps turn a large task into smaller steps. Tiimo's AI planner says it can take a brain dump, break it down, estimate time and organise it into a day.

Tiimo includes routines and work in one planner. That breadth can be exactly what someone wants, particularly when their days don't divide neatly into categories. I chose a narrower edge for Koala because I wanted a person to be able to open it for work even if every other part of life was untidy.

When missed habits, chores and work commitments collect in the same place, opening an app for work can mean facing every other unfinished thing first. You shouldn't have to organise your meals, medication and laundry before you're allowed a functional workday. Koala has a specific responsibility to the hours in which you're working.

What Koala currently takes on

In Koala, you describe an action in ordinary language and give it a deadline. Koala proposes a breakdown into smaller tasks, sizes them in minutes and plans them against the working capacity you've set. You can review and change the proposed steps before they become part of your work list. When a day doesn't go to plan, Koala replans what's unfinished overnight. If an action stays overdue without a decision, Koala moves it into the archive after a grace period, so you don't return to a wall of red overdue work.

Making the day also means showing what won't fit. Koala's capacity view shows the work planned against the working time you've set for the week. Backlog Weight turns work waiting beyond this week into an estimate of weeks at your current pace. For me, that's part of burnout prevention: seeing the load early enough to move work, renegotiate a deadline or say no before the extra hours come out of evenings and weekends.

Koala's MCP connection lets a general AI assistant work with that plan directly. You can set up a workflow that reads Granola notes after each meeting, finds the actions and adds them to Koala with the meeting context attached. When new information arrives, you can ask a connected Claude or ChatGPT to update an action in ordinary language. The tasks, deadlines, notes and progress remain in the workspace I return to, with the next useful step ready when I arrive.

The test is a day that changes

When you're choosing a tool, try it with one real piece of work that has more than one step and a deadline. Notice how much you have to explain before the tool can help, what it does with that explanation and where the result appears. Then change the day. Add an unexpected meeting, leave one step unfinished or move the deadline. See whether the tool updates the work you will actually see tomorrow or hands you another small maintenance job.

Some people want a flexible canvas and enjoy planning inside it. Some want an assistant they can talk decisions through with. Others need more of the routine executive work prepared and kept current so they have energy left for the job they came to do. Koala is my attempt to serve that last need within the workday, while leaving the person in charge of the choices only they can make.

The test is a Tuesday: the work has been organised enough to begin, and you can still change the plan.

Sources: NHS, ADHD in adults; NIMH, ADHD in Adults: 4 Things to Know; current first-party product documentation from Todoist, Microsoft, Asana, Notion, OpenAI, Anthropic, Goblin Tools and Tiimo, checked 6 October 2026.