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    Productivity & Projects

    Task Automation

    Business events become the right task, once.

    StandardData sync between apps

    Task Automation

    Productivity & Projects

    Draft mode
    IllustrativeNot live data
    1. RuleDone:

      An event arrives, and the source record is read again from the app.

    2. RuleDone:

      Rules match the event to a template using structured fields only.

    3. RuleDone:

      A duplicate check looks for an open task for the same record.

    4. RuleDone:

      Owner and due date are set by rule, skipping people who are out of office.

    5. RuleDone:

      The task is created with a short description, checklist and source link.

    6. RuleWaiting for approval:Waiting for you

      When it is marked done, the completion rule is checked. If it fails, the task is reopened.

    For example: A home-services company marks a HubSpot deal "closed won" at 16:30.

    Waiting for you. Nothing has changed yet.

    Standard. Low-risk, reversible changes. Every action is logged.

    What is Task Automation?

    In short

    Task Automation is an AI automation for Productivity & Projects teams that works with Asana, ClickUp, Google Forms, Jira, monday.com and 3 more apps. Turns events like "deal won" or "urgent ticket" into tasks from approved templates, with owner, due date and checklist set by rule and no duplicates. It is built for operations managers, team leads and staff who own tasks.

    Last reviewed

    Key facts

    Department
    Productivity & Projects
    Starts when
    A clear business event matches one of your task rules (deal won, form submitted, urgent ticket, overdue invoice, new hire)
    Works with
    Asana, ClickUp, Google Forms, Jira, monday.com, Slack, Typeform, Zendesk
    Run modes offered
    Shadow, Draft, Assisted and Auto
    Human control
    Standard
    Status
    Available now
    Before

    The problem today

    Someone reads a Slack ping or a CRM change and types a task by hand. It is often late, often done twice, and sometimes never done. Checklists differ by who created them.

    With Task Automation

    What it does

    When a business event matches one of your templates, the automation creates the task in your task tool. Rules pick the owner, due date and checklist, and the task links back to the source record. It checks for an open task first, so the same event never creates two. A task is marked "verified" only when its completion rule holds. Otherwise it is reopened with the reason.

    How does Task Automation work?

    How it works
    • Rule you set
    • AI step
    • A person decides
    1. Step 1Rule

      An event arrives, and the source record is read again from the app.

    2. Step 2Rule

      Rules match the event to a template using structured fields only.

    3. Step 3Rule

      A duplicate check looks for an open task for the same record.

    4. Step 4Rule

      Owner and due date are set by rule, skipping people who are out of office.

    5. Step 5Rule

      The task is created with a short description, checklist and source link.

    6. Step 6Rule

      When it is marked done, the completion rule is checked. If it fails, the task is reopened.

    What you get

    Key features
    • Three starter templates: deal won → onboarding, urgent ticket → follow-up, new hire → IT setup
    • Owner rules: fixed person, fair round robin, record owner or region map
    • Due dates in working days, with US and India holidays
    • Checklist items as subtasks (Jira, Asana, ClickUp)
    • Strict completion check by default, or comment-only per template
    • Optional Slack DM to the assignee

    How much does it do on its own?

    Run modes

    Pick a mode to see what Task Automation would do at each step.

    Every automation starts in Shadow. Move it up when you are ready, and back down at any time. How run modes work

    Task Automation in Shadow

    Runs on real data and shows what it would have done. No app is changed and no message is sent.

    1. Rule

      An event arrives, and the source record is read again from the app.

      Watches for it

    2. Rule

      Rules match the event to a template using structured fields only.

      Runs on real data, read only

    3. Rule

      A duplicate check looks for an open task for the same record.

      Runs on real data, read only

    4. Rule

      Owner and due date are set by rule, skipping people who are out of office.

      Runs on real data, read only

    5. Rule

      The task is created with a short description, checklist and source link.

      Runs on real data, read only

    6. Rule

      When it is marked done, the completion rule is checked. If it fails, the task is reopened.

      Shown to you as a suggestion

    Shadow vs Auto for Task Automation

    Auto is the most it can do on its own. Here is each step side by side.

    What each step of Task Automation does in Shadow mode and in Auto mode
    StepShadowAuto
    In shortRuns on real data and shows what it would have done. No app is changed and no message is sent.Runs without approval, with limits, alerts and a kill switch. Unlocks after a trial period in Assisted.
    Step 1An event arrives, and the source record is read again from the app.Watches for itRuns on its own within your limits
    Step 2Rules match the event to a template using structured fields only.Runs on real data, read onlyRuns on its own within your limits
    Step 3A duplicate check looks for an open task for the same record.Runs on real data, read onlyRuns on its own within your limits
    Step 4Owner and due date are set by rule, skipping people who are out of office.Runs on real data, read onlyRuns on its own within your limits
    Step 5The task is created with a short description, checklist and source link.Runs on real data, read onlyRuns on its own within your limits
    Step 6When it is marked done, the completion rule is checked. If it fails, the task is reopened.Shown to you as a suggestionRuns on its own within your limits
    True in every modeFree text never picks the owner, date or project. "Assign to the CEO" is ignored.

    What it will never do on its own

    Safety & human control
    • Free text never picks the owner, date or project. "Assign to the CEO" is ignored.
    • Never deletes or closes a task because someone said "done" in chat.
    • Creates only in allowlisted projects, with a maximum of 10 tasks per event.
    • Over 100 tasks in 10 minutes pauses the automation and alerts the ops manager.
    • New templates need approval for their first 20 runs in Assisted mode.
    • You approve before it acts
    • Your data stays yours
    • It knows its limits
    • Stop anytime
    How these promises work

    What will you see on your dashboard?

    Results you can track

    Targets are quality goals the automation is built to reach. Estimates are calculated from your own volumes.

    • Target

      Tasks created correctly (target: ≥ 98%)

      A goal it is built to reach

    • Target

      Duplicate rate (target: ≤ 0.5%)

      A goal it is built to reach

    • Tracked

      Tasks created on time, and cycle time per template

      Measured on your own data

    • Tracked

      Tasks verified complete the first time

      Measured on your own data

    • Tracked

      Duplicates prevented and reopen count

      Measured on your own data

    Illustrative example
    A home-services company marks a HubSpot deal "closed won" at 16:30. Within a minute, an onboarding task with a 6-item checklist is created in Asana for the next person in the round robin, due in 3 working days. When the owner ticks it done without the signed-form label, it is reopened with the reason.
    A made-up scenario to show how it works, not a customer story.

    Who is Task Automation for?

    • Operations managers
    • Team leads
    • Staff who own tasks

    Industries: Agencies, Professional services, SaaS & tech, E-commerce & retail, Home & field services, Any industry

    Also useful for: Operations & E-commerce, Sales & CRM

    What do you need to set it up?

    Setup
    • Connect your task tool and, optionally, Slack
    • Let the wizard create the source-key field and import the roster, teams and out-of-office calendar
    • Choose or edit templates: conditions, project, checklist, owner rule, due rule, completion rule
    • Set the allowed projects, holidays and burst limit
    • Run Shadow for 1 week per template

    Typical setup

    1. 01Connect your apps
    2. 02Configure the rules
    3. 03Run a watch-only trial
    4. 04Go live

    Not included

    • Assigning work from free text alone
    • Project status reports (36) or multi-step chains (49)
    • Closing tasks because someone said "done" in chat

    Questions about Task Automation

    FAQ

    Yes, once you choose. It starts in Shadow, where it only watches and suggests, then Draft and Assisted. Auto unlocks after a trial period, and you can move it back down at any time.

    Connect your task tool and, optionally, Slack. Let the wizard create the source-key field and import the roster, teams and out-of-office calendar. Choose or edit templates: conditions, project, checklist, owner rule, due rule, completion rule. Set the allowed projects, holidays and burst limit. Run Shadow for 1 week per template.

    Assigning work from free text alone. Project status reports (36) or multi-step chains (49) Closing tasks because someone said "done" in chat.

    Free text never picks the owner, date or project. "Assign to the CEO" is ignored. Never deletes or closes a task because someone said "done" in chat. Creates only in allowlisted projects, with a maximum of 10 tasks per event. Over 100 tasks in 10 minutes pauses the automation and alerts the ops manager. New templates need approval for their first 20 runs in Assisted mode.

    See Task Automation on your own data

    Walkthrough

    It starts in Shadow, where it only watches and suggests, so nothing changes in your apps until you say so.