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AI Task Manager or a Kanban Board With AI? How to Choose

What an AI task manager does, what it costs per seat, and when a plain kanban board that your own AI assistant can read is the better fit. Verified prices.

EasyKanban Team
6 min read
AI Task Manager or a Kanban Board With AI? How to Choose

An AI task manager is a task app that plans for you: it ranks your tasks, drops them into calendar gaps and reschedules them when the day changes. That is useful if your problem is fitting work into a packed calendar. If your problem is knowing what is stale, blocked or next, a normal kanban board that an AI assistant can read does the same job for less money and keeps your tasks in one place you control.

We build a kanban board, so we are not neutral. Prices below were read from the vendors' own pricing pages on 28 October 2026 and will move, so check them before you budget.

What does an AI task manager actually do?

Most products sold under this name do three things. They auto-schedule: you enter tasks with durations and deadlines, and the app places them on your calendar. They re-plan: when a meeting overruns, the tasks behind it shift. And they take natural language input, so "call the accountant Thursday" becomes a task with a date.

The top-ranking lists mostly rank vendors against each other and say little about what the AI does to your workload. One of them is written by the vendor ranked first. The useful question is narrower: is the AI placing your work, or is it helping you read your work?

How much does an AI task manager cost?

Per seat, per month, and the AI is usually the expensive part. Motion's pricing page lists Pro AI at $19 per seat per month and Business AI at $29, with no free plan. Reclaim.ai has a free Lite plan for one user, then Starter at $10 per seat per month on yearly billing and $12 on monthly billing.

For one person that is $120 to $230 a year. For a team of five on Motion Pro AI it is $95 a month before anyone has finished a task. Scheduling tools earn that if your calendar is the bottleneck. They are expensive insurance if it is not.

When is a dedicated AI task manager the right choice?

When your tasks are mostly small, dated and competing for the same hours. A consultant with eight client calls a day and thirty small follow-ups benefits from an app that fits the follow-ups around the calls. The scheduler is doing arithmetic you would otherwise do badly on Sunday night.

It is a weaker fit when work is large and moves in stages, such as a feature, a client project or a content calendar. Those tasks do not have a duration you can enter honestly. A card that says "write case study" is not a 90 minute block, it is something that sits in Draft for four days.

What is the alternative to an AI task manager?

Keep a board and bring the assistant to it. You already use Claude or ChatGPT. If the assistant can read your board, you ask "what has been in Review for more than a week?" or "which cards have no owner?" and get an answer from your real data instead of from a pasted list.

The plumbing for that is the Model Context Protocol, an open standard that lets an AI client call tools in another app. EasyKanban runs a remote MCP server, so Claude can list your boards, read cards with columns, tags and due dates, and propose changes for you to approve. The setup is written up step by step, and the workflows it enables are in AI task management with kanban.

Which one fits you?

Run this test on last week. Take the five tasks that did not get done and ask why.

If the answer for most of them is "no time left in the day", you have a scheduling problem and a tool like Motion or Reclaim addresses it directly. If the answer is "I forgot it existed", "it was waiting on someone" or "I did not know what to do next", you have a visibility problem. A scheduler will happily place a task you have no idea how to start. A board makes the waiting visible, and an assistant that reads it can point at what is stuck.

Many people end up with both: a calendar scheduler for the day, a board for the work behind it. That is fine. Just do not pay for the AI layer twice.

What does the board-plus-assistant route cost?

The free plan holds 3 boards with unlimited cards. Reading through MCP is unmetered on every plan, so summaries, stale-card checks and weekly reviews cost nothing. Writing through the assistant, such as creating or moving cards, is capped at 50 actions per calendar month on free and is uncapped on Pro at €6 a month or €60 a year, per account and not per seat.

What you give up is automatic scheduling. Nothing places a card on your calendar, and the assistant will not reshuffle your Tuesday. You decide the order, which for most knowledge work is the part you wanted to keep anyway. If you want help deciding, ask it to rank the cards against criteria you give it instead of letting it guess your priorities.

Frequently asked questions

What is an AI task manager?

An AI task manager is a to-do or project app that uses AI to prioritize tasks, schedule them into free calendar time and reschedule them when plans change. Some also accept natural language input. The AI usually costs extra per seat, so compare the paid plan, not the free tier.

Is there a free AI task manager?

Yes, with limits. Reclaim.ai has a free plan for one user with a capped number of scheduling links and calendars. Motion lists no free plan. Alternatively, a free kanban board that Claude can read through MCP covers review and triage tasks at no cost, though not automatic scheduling.

Can ChatGPT or Claude be my task manager?

Not on their own, because a chat has no memory of your tasks between sessions. They work well as the thinking layer on top of a task system they can read. Keep the tasks in a board, connect the assistant, and treat the board as the source of truth.

Do I need an AI task manager for a small team?

Usually not. A team of three to five shares a board, and the hard part is agreeing on what is blocked, not placing tasks in a calendar. A board with a connected assistant covers status questions. Add a scheduler per person only if calendars are the real constraint.

Start with one board

Put the work you are actually avoiding on a board with four columns, connect an assistant and ask what is stale. If the answer is useful, you have your answer on the AI task manager question. The MCP page has the connection steps for Claude, Claude Code and ChatGPT.

A kanban board that an AI assistant can read, next to a calendar scheduler

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