July 2026 Issue Published July 1, 2026 approx. 7 min read

When Langdock takes the lead.

Scheduled tasks let Langdock work at set times, turning a tool you operate into one that works for you.

Until now, Langdock always ran on demand. You open a chat, ask a question, get an answer. Scheduled tasks flip that around: you define once what should happen and when, and Langdock takes care of it on its own from then on. The work is already done by the time you sit down at your desk.

1

What This Month Is About

Until now, Langdock always ran on demand. You open a chat, ask a question, get an answer. That works well, but there is a catch: nothing happens unless you start it yourself. The same routine tasks every morning, gathering context before a meeting, the quick weekly recap on Friday, all of that you have to trigger over and over.

Scheduled tasks turn that around. You define once what should happen and when, and Langdock takes care of it on its own from then on, every day, every Monday, or on the days you choose. The work is already done by the time you sit down at your desk.

In this newsletter, we build such a task end to end, using an example that is useful for almost anyone: a meeting briefing that writes itself every afternoon.

2

For the First Time, the Door Is Open to Everyone

Automation is nothing new in Langdock. Until now, it ran through Workflows, a powerful product that lets you assemble processes from individual building blocks: a trigger, then conditions, AI analyses, and actions, step by step. That is strong, but it had three hurdles in practice.

  • An admin has to enable Workflows in the workspace first.
  • You have to understand the building-block system to build anything useful.
  • The AI usage inside Workflows runs on separate credits, outside your normal plan.

The bottom line is that, across the teams we work with, on average maybe one in twenty people ever used it. For a long time, automation was the domain of a small circle of specialists.

Advantage vs. Workflows

No admin needs to enable anything, there is no building-block system to learn, and scheduled tasks run on your normal usage allowance without a separate bill. Anyone who can write a prompt can automate with this.

This changes everything: automation for all

For the first time, this whole topic is open to a broad audience, and from our perspective, that is the truly big step in this update, bigger even than the time saved in any single case.

3

What a Scheduled Task Is

A scheduled task is an instruction you write once and pair with a schedule. You find it in the sidebar under "Scheduled". A click opens the "Create scheduled task" dialog with three fields:

FieldWhat you enter
NameA short label so you can find the task again.
When to runHow often and at what time the task runs, in the pattern "Run [every weekday] at [16:00]".
InstructionsThe instruction that executes on each run, so the prompt you would otherwise type.

Right above the text field, you also attach the tools the task is allowed to use, and optionally pick an agent, more on that in a moment.

Frequency ranges from daily and every weekday to weekly or individual weekdays, each with a specific time. For our example, "every weekday", so Monday through Friday, fits well.

A small detail

Runs may start a few minutes late so everything runs reliably. So if your task kicks off at 16:03 instead of 16:00, that is by design.

4

Where the Task Gets Its Tools

A plain text instruction can think and write, but on its own it cannot reach your calendar, your inbox, or Slack. You grant that access to the task once, and there are two ways to do it.

The simple path: attach tools directly

You attach the tools the task needs directly to the instruction, no agent involved. This is the new part, because it means anyone can now build an automation.

The second path: pick a ready-made agent

This path is worth it if you already have a ready-made agent with the right tools and instructions. You simply select it, and thanks to the latest update, you can now build such agents through chat. How you attach the tools in detail, you will see below in the setup.

5

The Example: The Briefing That Writes Itself

Imagine it is 4 PM on an ordinary workday. Without you doing anything, this is what happens:

Step 1
Calendar

Gather meetings

The task looks at your calendar and gathers the meetings scheduled for the next workday.

Step 2
Gmail, Drive, Slack

Pull the context together

For each meeting, it pulls the relevant context together: the most recent emails with the participants from Gmail, related documents from Google Drive, and the latest messages on the topic from Slack.

Step 3
Analysis

Write the briefing

From all of that, it writes a clean meeting briefing: for each meeting, the participants, the state of things, open points, and a few suggestions on what to watch out for.

Step 4
Docs, Drive

File it away

It saves the briefing as a Google Doc in your Drive, neatly named and in the right place.

Step 5
Slack

Let you know

Finally, it sends you a short message on Slack: tomorrow's briefing is ready, here is the link.

Result

You call it a day, and the next morning your prep work is already done. No more chasing information across five tabs before the first meeting begins.

6

How to Set It Up

The actual setup is surprisingly short:

  1. Open the dialog

    Under "Scheduled" in the sidebar, open the "Create scheduled task" dialog.

  2. Give it a name

    Pick something clear as the name, for example "Meeting briefing for tomorrow".

  3. Set the schedule

    For "When to run", set it to "every weekday" and enter "16:00" as the time.

  4. Attach the tools

    In the instructions field, use the plus to attach the tools the task needs: Calendar, Gmail, Drive, Docs, and Slack. If you already have an agent with those tools, pick that agent at the top instead.

  5. Write the instructions

    In the instructions, write the task in plain language. For example: "Look at my calendar for the meetings on the next workday. For each meeting, gather the relevant context from my recent emails, from Drive, and from Slack. Write a compact briefing per meeting, save it as a Google Doc in the Meeting Briefings folder, and then send me a short Slack message with the link."

  6. Save

    Click "Save", done.

Rule of thumb

The more specific your instructions, the more reliable the result. Name the target folder, say how long the briefing should be, and specify whether the notification should arrive as a direct message or in a particular Slack channel.

7

The One Trick You Should Know

A task that only reads and answers runs without asking. But as soon as it changes something in the world, meaning it creates a document or sends a message, Langdock wants confirmation, once, that this is fine. For a task that should run on its own at four in the morning, that would be impractical, because it would just stop and wait for you.

One-time approval

The fix is baked into the confirmation itself. When you approve the action for the first time, choose "Allow for future runs". From then on, the task performs exactly those steps, creating the doc and sending the Slack message, without asking again. Confirm once, and it runs on its own from then on.

8

A Word on Consumption

An important difference from Workflows: scheduled tasks do not consume separate credits, they run on your normal usage allowance. That is convenient, but it has a flip side. Each run counts against your limit the same way as a chat you run yourself, except a scheduled task runs on its own, over and over, even when you are not watching.

Two levers you have
  • How often: A task that fires every hour will pull many times more over the week than one that runs once a day. Ask yourself honestly how fresh the result really needs to be.
  • Which model: For most routines, a light to mid-tier model is enough. Running a top-tier model with reasoning on every single execution can drain your weekly limit noticeably faster, often without making the result any better.

The rule of thumb is: as rarely as necessary and as light as possible. How to keep an eye on your usage, we covered in detail in the last two editions, in May the usage limits themselves and in June the indicators that make your consumption visible. Both are worth a second look here, and the Langdock documentation goes deeper still.

9

Why This Is More Than Just Time Saved

The obvious win is the few minutes you no longer spend gathering things together. The real effect runs deeper. As long as you have to kick off every analysis yourself, it only happens when you think of it and have the time. A scheduled task turns "I should really do this" into "it is already done". Preparation that used to depend on your discipline becomes a fixed part of the day.

The briefing is just the start. The same pattern applies to many recurring tasks:

  • A Friday afternoon weekly recapSummarizes your most important threads and decisions of the week.
  • An early morning inbox reviewSorts your emails by urgency and highlights the three most important ones.
  • A weekly topic radarCollects new content on a topic that matters to you, once a week.
Principle

Anything you do regularly and in the same way is a candidate for a scheduled task. You can create up to ten per person, plenty for the most important routines.

10

Our Tip

If you take away just one thing

Start with a single task, and pick the one that annoys you most. Build the meeting briefing, let it run for a few days, and refine the instructions until the result looks exactly the way you need it. Only when this one task runs reliably do you add the next one.

After two or three weeks, you have a small collection of routines working in the background for you, without you giving them another thought.

That is exactly what scheduled tasks are about. They shift work away from the moment when you need time and a clear head, into a moment when nothing much is going on anyway. What is left is a morning when half your prep is already waiting for you.

Until next month,

Timo