Can AI help us decide what to work on next?
Yes, if it shows its reasons and a person approves every change. AI is good at the sorting nobody gets round to: turning a brain dump, a photo of a paper list or an old app's export into projects, spotting the loose ends that belong together, and naming what is close. It goes wrong when it decides quietly, so the version that works proposes, says why, and waits for you.
Evidence
TaskTree is a to-do app I built this way, as a side project in evenings and weekends, and it is in use. It names the next few things to do, each with one plain reason: a deadline and how much work is left, the last step on a project, or something you said matters. There are no points, streaks or badges.
AI gets things in and sorts them: a spoken brain dump is tidied into items, a photo of a list is read, and a Todoist export becomes a plan you edit before anything lands. When the chat sets up a project, its changes come back as one batch. Nothing changes until you press Apply, and one Undo takes the whole batch back.
Each of its 20 AI features runs on a model chosen by measurement, not by price alone. The chat stayed on the dearer of two models because it was right in 15 of 15 test runs, where the cheaper one was right in 13. A cheaper model that left about 96 imported tasks for someone to review by hand was moved back.
Read the full story in the TaskTree case study.
What it takes
Your lists, in whatever form they are in now: an export from the tool you use, photos of the whiteboard, or someone talking for two minutes. Getting things in has to be easy, or the list never becomes complete enough to rank.
A person who owns the priorities. AI can rank by deadlines and effort, but it only knows what matters more to your business when someone says so, one "which of these matters more?" at a time.
A rule about what the AI may change. Proposals that wait for a person, with an undo, are what make it safe to let it rearrange your work.
The honest limits: it is a suggestion, not a manager. A misheard phrase or a misread line on a photo still needs a glance before it is saved, and a ranking is only as good as the dates and priorities it was given.
Next step
Tell me how your team keeps track of work now, and I will tell you plainly where AI could take the sorting off your hands, where a person still has to decide, and what a first version would take.