Notion has rebuilt the engine behind its AI agents and changed how Business and Enterprise plans meter AI use. In an announcement published on October 19, 2026, the company said agents can now work on one task for more than 24 hours, up from five minutes, and that AI usage is being brought together under a new credit system. For small teams that use Notion to run workflows, the credit rules matter as much as the new features.
What Notion announced
Notion's release notes list six changes: more capable agents, an upgraded model router called Auto, bring-your-own-AI options, an improved Notion MCP connector, an AI Command Center that is marked "coming soon", and the new credit system.
- Longer tasks. Notion says it rebuilt its agent harness for the sixth time. Each session now runs on a dedicated service so work continues through restarts, which is how a task can run for 24 hours.
- Browser and computer use. Reporting on the update says the agent can open websites, fill out forms and download files, and its built-in computer can run code and work with files.
- "Review for me" mode. Notion says a separate model checks whether an action is safe before the agent takes it.
- Auto. The router sends each task to the model Notion judges best on quality, speed and cost. Notion says that across more than 20 common use cases it delivered results similar to two frontier models at about 90% lower average cost, so credits go "about 10x further".
- Use AI you already pay for. A ChatGPT Plus, Pro or Go account can be connected to your personal Notion Agent, but not to Custom Agents at first. Bring-your-own-key is in private alpha for Enterprise.
How the new credits work
According to Notion, Business and Enterprise seats now come with 1,500 Standard credits and 500 Select credits each month. Standard credits cover work where Notion picks the model. Select credits cover work where you pick the model, or where you run your Custom Agents. Admins can buy extra credits, which can also cover Custom Agents shared with the workspace and high-consumption models. Notion adds that you no longer need to buy credits to start building Custom Agents.
Notion says the two allowances are separate because tasks use credits at very different rates, and that a few complex tasks or frequently running agents could drain a shared pool. It also says it expects the vast majority of users not to run out of credits. That is the company's own estimate, and the post does not give the figures behind it.
On timing, the system is live for new customers. Existing customers move over on November 2, 2026, and admins will get an email. Notion says customers whose contracts have not yet renewed move on that date with the same Standard and Select credits as everyone else, and that credits are set by plan at renewal.
Where a small team could be caught out
Notion's own FAQ contains the detail that matters most for shared automations: team Custom Agents use Select credits by default, even when other people use them. To fund an agent from workspace credits instead, an admin has to ask for that. A commentary aimed at small and midsized businesses works through the consequence: a useful shared agent could use up its creator's smaller Select allowance, and that commentary reports that employees cannot transfer credits to colleagues. We have not seen that restriction stated in Notion's announcement, so check Notion's help pages for the current terms.
The same commentary notes that when an allowance runs out and no extra funding is approved, the affected features pause. Treat that as a planning point rather than a settled rule, and confirm it against Notion's documentation for your plan.
Read the savings claims carefully
The 90% figure is a vendor measurement. The claim covers average cost across a sample of 20 or more common use cases, compared with two named frontier models. It is not a promise about any customer's bill. Notion also says Custom Agent runs cost about 30% less in testing, and the commentary above stresses these are vendor findings, not a guaranteed reduction. The post shows a chart of quality against credits per task, but it does not give a price per task for your own workloads.
Notion's controls are also only partly here. Spending limits, usage views by person, feature and agent, and model restrictions all belong to the AI Command Center, which Notion describes as coming soon. A workspace that wants hard limits on day one should not assume they exist. A separate summary of the launch also covers the Command Center and the credit changes.
What to do before November 2
- List who uses AI and how. Note who picks models by hand, which Custom Agents are shared, and which workflows would cause trouble if they paused.
- Decide who owns shared agents. Ask your admin whether each shared agent should be funded from workspace credits rather than one person's Select allowance.
- Test Auto against your current approach. Compare quality, correction time and credits used on real work, not Notion's sample tasks.
- Keep a person in the loop. Agents that fill in forms or download files can make mistakes that cost money. Require approval where an error would matter, whatever the safety mode says.
- Check the ChatGPT link before using it. Decide which accounts staff may connect and what data may pass through them. Personal accounts tied to company work raise access questions when someone leaves.
- Do not budget around unreleased features. Wait for the Command Center to ship before relying on it for spending limits.
Why it matters for buyers
Notion is one of several workflow tools that now price AI by credits rather than by a flat seat fee. The headline here is encouraging: longer-running agents and a cheaper default router. The practical question is the one Notion leaves open: what does a finished, accepted task cost on your plan? Until you have measured that on your own work, the monthly credit totals tell you the size of the allowance, not what it buys. If your team mostly uses Notion for notes and wikis, none of this changes much, and a lower tier or the free plan may still be enough.
