Productivity advice has a long shelf life, but the tools enforcing it don't. A fresh round of task management guides is circulating right now, recommending the same core techniques — prioritization matrices, time-blocking, the two-minute rule — that have been standard advice for over a decade. The more interesting story isn't the techniques themselves. It's that the software built around them has quietly changed.
For years, task management apps like Asana, Trello, Monday.com, and Todoist mostly did one thing: let you make lists, assign deadlines, and move cards between columns. The techniques people used — Eisenhower Matrix for prioritization, Pomodoro for focus, Getting Things Done for capture — were manual habits layered on top of simple software.
Over the past 18 months, most of the major players added AI features directly into that workflow. Asana, ClickUp, and Monday.com now offer AI that can auto-prioritize tasks, draft subtasks from a one-line project description, and flag deadlines that are likely to slip based on your team's past behavior. Todoist and Trello have added similar, lighter-weight versions. The techniques haven't changed. What changed is that software now claims to do the thinking step for you.
This matters because the techniques in these guides assume a human is doing the sorting — deciding what's urgent versus important, estimating how long a task will take, choosing what to defer. AI-assisted task tools are pitched as replacing or speeding up that judgment call. Whether that assistance is reliable varies a lot by vendor and by how messy your task list already is.