Automations: The Execution Pillar

TL;DR: Automations are the work that runs without you. A new lead emails in and gets a reply, a logged task, and a Slack ping to your team, all on its own, 24/7. They are the Execution layer of Workspace DNA, the third pillar alongside Memory (Projects) and Intelligence (Agents). They listen for events (new email, new task, webhook, schedule), run multi-step flows with branching, looping and filtering, call 15+ frontier models from OpenAI, Anthropic, Google, and open-weight providers, plug into 100+ integrations across 10 categories, and write results straight back into your projects. AI agents can make the judgment calls inside a flow. Available on every plan from Free through Enterprise. Browse the full action and trigger catalog at /integrations. Build your first automation →

Watch Taskade automations run a real workflow:

Quick answer: what is a Taskade Automation?

A Taskade Automation is a no-code workflow that does a job for you while you are away. It listens for an event, makes a decision, and takes action across your workspace and 100+ connected apps, then writes the result back into your projects. Picture a solo realtor: a new lead fills out the website form, and before they have closed the tab, the automation has emailed them back, created their record in the CRM, and added a follow-up task. Triggers pull events in. Actions push work out. AI agents make the judgment calls in between. It runs server-side, 24/7, on a reliable durable engine. Build your first one free →

The bidirectional model in one line: Triggers pull events into Taskade (new email, new task, webhook, schedule). Actions push work out to your apps and back into your projects (send Slack, create deal, update field). Same workspace, both directions, no glue code.

David, the IT Program Manager who built a production "Service Pro Dashboard" on Taskade Genesis, put it this way: "What I did in weeks would've taken 40 people 18 months." The reason automations made that possible is that they live inside the same workspace as his data and his agents — so a flow can read a project, ask an agent, and write the answer back in one pass.

What are Taskade Automations?

Taskade Automations are reliable, multi-step workflows that listen for an event, make decisions, and take action across your workspace and 100+ external services — without you lifting a finger. Every automation follows the same model: a trigger kicks off the flow, control-flow steps (branch, loop, filter, delay) shape the logic, actions do the work, and results get written back into your Projects so your workspace keeps learning.

Unlike standalone tools like Zapier or Make, Taskade Automations live inside the same workspace as your data and your AI agents. That means an AI agent can be a step in a flow, a flow can update the very project that triggered it, and a published Taskade Genesis app can use its automations as the live execution layer for end users.

The Execution Layer of Workspace DNA

Workspace DNA is three pillars: Memory stores what your workspace knows, Intelligence decides what to do, and Execution does it. Automations are the Execution pillar. They take signals from Memory, ask Intelligence for judgment, and write results back into Memory in a continuous loop. A published Taskade Genesis app is the surface that puts that loop in front of your users.

Read it as a loop, not a pipeline. Every automation run feeds new facts back into Memory, which gives your agents better context next time, which leads to smarter execution. That self-reinforcing loop is what makes a Taskade workspace feel alive instead of static.

Anatomy of an Automation

Every automation — from a one-step notifier to a 30-step revenue-ops pipeline — is built from the same primitives. A trigger kicks it off. Control-flow steps shape the logic. Actions do the work. Outputs land in your projects, in an external system, or in front of a user.

That's the entire mental model. Once you've built one automation, you've built them all. The only thing that changes is which trigger fires, which actions you chain, and where the data lands.

The full catalog, by the numbers: 47 apps and services (5 built-in: Taskade, AI, Media, Schedule, Utilities, plus 42 connected apps), 293 actions, 82 triggers, and 4 control-flow primitives (branch, loop, filter, delay). That is the toolkit behind the "100+ integrations" you can wire together. Browse every one at /integrations.

How to Build an Automation: The Full Path

Here is the whole flow: pick how you want to start, set the trigger, chain the steps, then test it in Preview before it goes live. The dots that matter: an automation is the Execution layer, so its real power shows when an agent makes a decision inside it and the result writes back to a project.

There are four ways to create one. They all land in the same flow editor.

When you generate with AI, you pick a mode that shapes the result:

You can also start straight from a project. Open any project, click Automate at the top, then pick a trigger and action. The project is added to the flow automatically, so the automation already knows where to read and write.

Start an automation where you already are

You no longer have to open the Automations tab first. Kick off a new automation right from the place you are already working, and Taskade carries that context into the flow.

• From an agent — open any AI agent and start an automation from it, so one agent's work hands the next move straight to a flow the moment you set it up.
• From an agent team — turn an agent team loose and let it pass work from one agent to the next on its own.
• From your media — start from a file or upload and turn it into action, like routing a new document into a project.
• From a project, template, or the Create menu — new launch points across your workspace, so you build where you stand.

Open the Create dropdown and you also get a running start. Instead of a blank canvas, pick a ready-made automation from the starter showcase and shape it to fit your work. A good idea becomes a working flow in minutes, and you can browse the Community Gallery by category to clone a proven one and make it yours.

Pass Data Between Steps

Steps share data through variables. Type @ in most fields to reference the output of an earlier step, such as the trigger's email body or an agent's reply. That is how a later step uses what an earlier step produced. Force an agent's reply into a fixed shape with Ask Agent With Structured Output so downstream steps can read it reliably.

Preview, Build, and History

Every flow has three working tabs. Build is where you assemble triggers and steps. Preview shows forms and shared views the way other people see them. History logs every run with the data that flowed through each step, plus one-click retry.

Triggers

Triggers are the "if this" half of an automation. They monitor your workspace and external services, and the moment a condition is met they kick off the flow. Taskade supports 82 triggers spanning workspace events, schedules, inbound email, webhooks, forms, AI agent chats, and dozens of connected apps.

Full catalog: Automation Triggers

Actions

Actions are the "then do that" half. Once a trigger fires and your control-flow steps decide what should happen, actions are the steps that actually do the work — inside Taskade, with AI, on the open web, or in any of 100+ connected services.

Full catalog: Automation Actions

Branching, looping, filtering

Real workflows aren't straight lines. A new lead might need different handling depending on company size. A list of 50 transcripts needs the same step run 50 times. A noisy webhook needs to be filtered down to the events that actually matter. Picture a race director the week before the event: new sign-ups need different handling depending on their kit choice, every one of 200 volunteers needs the same confirmation step, and only the "needs a waiver" entries should trigger a reminder email. Branch, loop, and filter handle exactly those three jobs. Taskade's automation engine handles all three with first-class control-flow steps.

• Branch routes the flow down different paths based on if/else conditions on any variable.
• Loop runs a sub-flow once for each item in an array — perfect for pairing with Find Task(s) or Find Row(s).
• Filter stops the flow unless data matches your conditions, so cheap checks happen first and expensive AI/integration steps only fire when they should.
• Delay pauses the flow for a duration or until a specific date — useful for follow-ups, waiting on approvals, and time-of-day sends.

Agents as steps in flows

This is the bridge between Intelligence and Execution. Any custom AI agent you've built can be dropped into an automation as a step — and once it's there, it brings its full toolkit with it: persistent memory, custom commands, 34 built-in tools, and the ability to choose from 15+ frontier models from OpenAI, Anthropic, Google, and open-weight providers.

Three action types let agents drive flows:

• Ask Agent — query the agent and use its reply as a variable in later steps. Great for classification, summarization, or "should I do X?" decisions.
• Run Agent Command — execute one of the agent's named slash commands with structured inputs. Great for repeatable specialist tasks.
• Ask Agent With Structured Output — force the agent's reply into a JSON shape you define so downstream steps (Branch, Update Custom Fields, integrations) can read it reliably.

Here is the trigger → agent → action loop that defines an agentic automation. The agent is the decision-maker in the middle, and its judgment routes the flow.

Deep dive: Agent Actions in Automations and Taskade EVE Assistant for the workspace-wide assistant that can build automations for you.

Writing results back to Projects

This is what closes the Workspace DNA loop. An automation that only sends a Slack message is a one-shot. An automation that also writes its result back into the project that triggered it turns every run into new memory your workspace can use next time.

Use these workspace actions inside any flow to feed the loop:

• Add Task — append the result as a new task in a target project.
• Update Custom Fields — write status, score, owner, summary, or any structured field back onto the originating task.
• Create Project From Template — spin up a fresh project (e.g., onboarding, incident response) populated with the trigger's data.
• Add Knowledge to Agent — feed the run's output into an agent's persistent memory so future decisions get smarter.

The result: every successful automation run is also a learning event. Your projects get richer, your agents get more context, and the next run starts from a smarter baseline.

100+ integrations across 10 categories

Taskade Automations connect to 100+ services across 10 categories, all secured with single sign-in and managed from a single Connections panel. You authenticate once per service, and any automation in your workspace can use it. Every integration is bidirectional: a trigger pulls events in from a tool, and an action pushes work back out to it.

Here is the whole bidirectional model at a glance. The same connection works in both directions, which is why a single flow can read from Gmail and write to Slack and HubSpot without any glue code in between.

        PULL  (triggers)                              PUSH  (actions)
   ┌─────────────────────────┐                  ┌─────────────────────────┐
   │  Gmail  new email       │                  │  Slack  send message    │
   │  Slack  new message     │                  │  Gmail  send / draft     │
   │  Sheets new row         │ ──►  TASKADE  ──► │  Sheets insert / update  │
   │  HubSpot new deal       │      Workspace   │  HubSpot create contact  │
   │  Form / webhook submit  │      (Memory +   │  Calendar create event   │
   │  Schedule / RSS / GitHub│       Agents +   │  Project add / update    │
   └─────────────────────────┘    Automations)  └─────────────────────────┘
            events in                                   work + memory out

Full searchable catalog of every connector: /integrations.

Real workflow example

Here's a flow you could build in under five minutes: when a support email lands in Gmail, an AI agent reads it and classifies severity, the flow branches on the result, and either way the outcome is written back into a Taskade project so the team has a single source of truth.

Notice how step 7 closes the loop — the automation writes back into the same project that the agent will read from on the next run. That's Workspace DNA in motion.

Try a live automated app first

The fastest way to understand the Execution pillar is to open a finished app, see its automations already wired, then clone it and make it yours. These are live Taskade Genesis apps — click the screenshot, open the share page, and hit "Use this app" to copy the whole thing (projects, agents, and automations) into your workspace in about a minute.

▲ ■ ●  This is live. Click the screenshot above to open the share page, then hit "Use this app" to clone the Content Workflow Hub — content projects, a content agent, and the automations that move a draft from idea to published — into your own workspace.

▲ ■ ●  This is live. Click the screenshot above to clone the Support Workflow Manager — a support agent reads each incoming ticket, classifies severity, and an automation routes it and writes the result back into the queue project. This is the exact flow in the sequence diagram above, already built.

Browse 150,000+ more in the Community Gallery, or describe your own at taskade.com/create.

Build your first automation: the Verify table

Build a real one in about five minutes, then use this table to read the result and know exactly what to fix. The goal: a flow that listens, decides, acts, and writes back — the full Execution loop in one pass.

Run it on three real examples from the job it was built for. If all three land the right action and write back cleanly, it is ready to scale. If not, the rows above tell you which dial to turn.

How Taskade Automation compares in 2026

The 2026 shift in workflow automation is the move from rule-only "if this, then that" tools to agentic, durable workflows that reason, adapt, and recover. Taskade was built for that shift from the start: the automation, the data, and the AI agents all live in one workspace, so a flow can read memory, ask an agent, and write results back without leaving the platform.

The point isn't that connectors are bad — they're great at moving data between two apps. The point is that Taskade closes the loop: every run can make your projects richer and your agents smarter, so the next run starts from a better baseline. That compounding is what a standalone connector can't do, because it has no memory layer of its own.

All Runs tab

The workspace-wide Runs tab in the sidebar lists every automation run across every flow in one place. Use it when you want a global view, not just one flow at a time.

• Failed-run badge in the sidebar tab so failures never hide
• Filter by status to focus on errors, retries, or completed runs
• Drill into any run for the full payload, action chain, and final result
• Cross-flow patterns become obvious when you see every run side by side

A failed-run health badge also shows up on each automation in the listing, so the same data is one click away from the per-flow History tab below.

Reliability & error handling

Automations run on a reliable workflow engine designed for production use. A few things you can count on:

• Retries on transient failures — network blips, API rate limits, and 5xx responses are retried automatically with backoff.
• Run history — every flow has a History tab showing each run, the data that flowed through each step, and any errors. Click ↻ to retry a failed run.
• Per-step inspection — hover any step in the History view to see its exact input and output variables.
• Manual retries — fix the underlying issue (bad credential, missing field) and retry without re-triggering the flow.
• Concurrency-safe — multiple runs of the same flow can execute in parallel without stepping on each other.
• Connection management — re-auth a single integration in one place; every automation that uses it picks up the new token.

See: Preview & Monitor Automations below for the History view walkthrough.

Pricing & AI credits

Automations are included on every Taskade plan. The differences between plans are run frequency, total run volume, and the AI credits available for steps that call agents or AI models.

AI-powered actions (Ask Agent, Generate with AI, Ask Agent With Structured Output, etc.) consume credits from your workspace pool. Non-AI steps, like workspace actions, integrations, and control flow, do not.

Common Questions

Do I need to know how to code?

No. Every automation is built visually by adding triggers and steps from a dropdown. If you can describe the workflow in plain English, you can also let Taskade EVE or the AI Workflow Generator build it for you.

Can an AI agent decide what an automation does, not just run a single step?

Yes. With Agent-Powered Automations, an AI agent can sit at the top of a flow and decide which downstream steps to run based on the trigger data. It's the difference between hard-coded "if/else" and a flow that reasons about each input.

What happens when an automation fails?

The run is marked as failed in the History tab with the exact step and error message. You can fix the issue and click ↻ to retry, or set up a Slack/email notification step on the failure path so you hear about it immediately.

Can automations write back to the project that triggered them?

Yes — and they should. Use Add Task, Update Custom Fields, or Add Knowledge to Agent to feed results back into Memory. This is what closes the Workspace DNA loop and makes your workspace learn from every run.

Can I share an automation with my team or embed it on a website?

Yes. From the Automations tab, click ··· → Share on any flow to generate a public link or embed code. You can password-protect shared flows from the same panel.

Do automations run when my Taskade tab is closed?

Yes. Automations execute server-side on the reliable workflow engine. Your browser doesn't need to be open.

Can I use a Taskade Genesis app's automations as its live backend?

Yes. When you build a Taskade Genesis app, the automations attached to the app become its live execution layer — handling form submissions, payments, notifications, and any custom logic the app needs.

Where can I see what an automation actually did?

Open the flow and click the History tab. Each run is logged with full input/output data per step, success/failure status, and a one-click retry.

How do I find a task or project ID for an automation?

Open the task or project, click ···, then choose Copy Link. The ID is the text right after node- in the link. Paste it into any automation field that asks which task or project to read from or write to.

What does "bidirectional integration" actually mean?

It means each connected app works both ways. A trigger pulls events in from the app — a new Gmail message, a new HubSpot deal, a new Google Sheets row. An action pushes work back out to the same app — send an email, create a contact, insert a row. Because the connection is shared, one flow can read from one app and write to another in a single pass, with no glue code between them.

Are Taskade Automations reliable enough for production work?

Yes. Automations run server-side on a reliable durable engine designed for production use. Transient failures (network blips, API rate limits, 5xx errors) retry automatically with backoff. Every run is logged in History with per-step input and output, and you can retry a failed run with one click after fixing the cause. This is the same engine that powers production apps like David's Service Pro Dashboard.

How is Taskade Automation different from Zapier or Make in 2026?

The 2026 difference is that Taskade puts the automation, your data, and your AI agents in one workspace. Standalone connectors move data between two apps but have no memory layer to write back to. Taskade Automations write results into your projects, feed agent memory, and can even become the live backend of a published Taskade Genesis app. They also reach 15+ frontier models and 100+ bidirectional integrations natively.

Can automations power a real app I publish to customers?

Yes. When you build a Taskade Genesis app, its automations become the live execution layer end users actually rely on — handling form submissions, notifications, payments, and any custom logic. You can publish the app on a custom domain, protect it, and list it in the Community Gallery. That is how an operator runs a business as a living, cloneable app instead of a static document.

The bigger picture: Execution inside the full platform

Automations are one of three pillars. They become unstoppable when you wire them to the other two and ship the result.

Here is the whole platform, in plain terms:

• AI Apps — describe an app in a sentence and Taskade Genesis builds a running app, not a mockup. Publish it, put it on a custom domain, or clone someone else's in a minute.
• AI Agents v2 — your agents bring 34 built-in tools, persistent memory, multi-agent teamwork, public embedding, and 15+ frontier models. Taskade EVE is the meta-agent that ties Memory, Intelligence, and Execution together and can build your automations from a sentence.
• Automation — the Execution pillar on this page: durable workflows with branching and looping, driven by agents, across 100+ bidirectional integrations.
• 7 project views — List, Board, Calendar, Table, Mind Map, Gantt, and Org Chart, so the same data reads the right way for every job. Timeline lives inside Gantt.
• Community + App Kits — clone 150,000+ live apps, or buy an App Kit once and clone it as many times as you need.

The vision is simple: software you describe instead of build. Every operator runs their business as living, cloneable apps — exactly what let David replace what he estimated as "40 people, 18 months" with a few weeks on Taskade Genesis. Automations are the pillar that makes those apps do something. ▲ ■ ●

Start free — describe your first automation → · or explore the Automation feature page.

Frequently Asked Questions

Related guides

• Automation Triggers — Full trigger catalog (the "pull" half)
• Automation Actions — Full action catalog (the "push" half)
• Branch Action · Loop Action · Filter Data · Delay Action — Control-flow primitives
• Agent Action — Use AI agents as workflow steps
• AI Workflow Generator — Text-to-automation
• Build an AI Agent: The Complete Playbook — the Intelligence pillar that drives your flows
• Custom AI Agents — Build the agents that drive automations
• Taskade EVE Assistant — The workspace-wide assistant that can build automations for you
• Workspace DNA — How Memory, Intelligence, and Execution fit together, and how apps surface the loop
• Taskade Genesis — When automations become the execution layer of a published app

Deep reading

• Best AI Workflow Automation Tools (2026) — how Taskade compares across the 2026 automation landscape
• Durable Execution for AI Workflows — why retries, timeouts, and idempotency matter more than model choice
• The Execution Layer Thesis — why AI without execution is a demo
• Stop Worshipping Prompts. Start Building Workflows — the core Taskade thesis on automation-first AI
• The 2026 Productivity Playbook — the hub for workflow-first operators