From chat to workflow

You already solved it with your agent. Now ditch the agent.

Toolscaled converts agents into workflows for complete, correct, consistent results. Finish the task in chat once. The workflow runs it on a schedule or when new work arrives.

Free plan. No card. · See pricing · Read the docs

Your chat · Claude
A Claude chat: the automation Copperleaf support emails is live. Clear-cut emails get a reply in the customer's thread. Unclear emails wait in your Action items.

→"Save this as a workflow."

The workflow it made · Toolscaled
The workflow Copperleaf support replies in Toolscaled: read the orders sheet, read the help center sheet, read the email, wait for a person when the reply is unclear, send the reply with Gmail.

Keep your agent for new problems.

Add Toolscaled to the agent you use and sign in once. Every chat can build, run and fix your workflows.

ClaudeChatGPTGeminiGrok

Made from real work

You do the task once in chat. The workflow comes from that chat.

Nothing to learn

No boxes to draw. No code. No working out how your tools connect.

Do it once

No more pasting the same prompt. It runs on a schedule or when new work arrives.

Same every time

Every run follows the same steps. They change only when you change them.

use cases

Stop checking by hand. Let it run.

You need a free Toolscaled account and Claude, ChatGPT or another AI chat app. Put your own sites, topic, company or sheet in the brackets.

Starts: every Monday

Watch your competitors’ prices

Nothing else to connect. Connect Google and it mails you.

fill in, then paste into your chat

Use Toolscaled to read the pricing pages of [your competitor] and [another competitor] every Monday and tell me what changed in their plans and prices.

Why it runs by itselfPrices change without notice. You hear about it on Monday, without opening their sites.

Starts: every morning

News on your topic

Nothing else to connect. Connect Google and it mails you.

fill in, then paste into your chat

Use Toolscaled to find the three top news stories about [your topic] every morning and sum them up in five lines.

Why it runs by itselfOne short read each morning, in place of a search you would do by hand.

Starts: every weekday

Follow a company’s filings

Nothing else to connect. Connect Google and it mails you.

fill in, then paste into your chat

Use Toolscaled to check SEC EDGAR every weekday for a new quarterly report of [a company you follow]. When there is one, compare its revenue and net income with the same quarter last year and tell me.

Why it runs by itselfYou never check EDGAR by hand. A day with no new report stays quiet.

Starts: a new email

Answer your support mail

Needs Gmail and Google Sheets.

fill in, then paste into your chat

Use Toolscaled to answer each support email that comes in: look up the order in [the link of your orders sheet], check [your help page], and reply in the thread. Ask me first when you are not sure.

Why it runs by itselfEach email gets an answer by your rules within minutes. You decide only the unclear ones.

Starts: a new email

Know who wrote to you

Needs Gmail and Google Sheets.

fill in, then paste into your chat

Use Toolscaled to check each new email from a sender who is in neither [the link of your contacts sheet] nor [the link of your personal sheet] yet. When their company can be found on the web, look it up and add a row to the contacts sheet with the sender, the company, what it does, its size, what kind of email it is, and a priority by [what matters to you, for example company size]. Put a personal email in the personal sheet, with the sender and what it is about.

Why it runs by itselfEach new contact arrives with the company already looked up and ranked, so you answer the important ones first.

Starts: every Friday

A weekly report from your data

Needs Gmail and Google Sheets.

fill in, then paste into your chat

Use Toolscaled to read [the link of your sales sheet] every Friday at 4 pm, sum up the week against last week, and email it to [your team].

Why it runs by itselfThe report writes itself from your own numbers. Nobody builds it on Friday afternoon.

How it becomes a workflow

Your agent does the task once, so you see the result. When it is right, say this. Each result is also on the workflow’s page in Toolscaled.

Turn what we just did into a workflow.

Stop repeating yourself. Do it once.

Day 1

NowEvery chat starts from zero. You paste the same long prompt again.

With ToolscaledYou do the task once in chat and say: “Save this as a workflow.” You test it. You turn it on.

Every morning

NowYou ask for the report, check the numbers and send it. Every workday.

With ToolscaledThe 7:00 report is in your inbox. No prompt.

New form entries

NowYou copy each entry into a sheet and write the reply by hand.

With ToolscaledEach entry goes into your sheet, and the customer gets a reply.

Support emails

NowYou look up the order and the policy, then write each reply.

With ToolscaledClear emails get a reply in the customer’s thread that cites the order and the policy.

Mistakes

NowThe answer changes a little each time. You fix the same mistake as last week.

With ToolscaledThe steps are fixed. When a run fails, open it in chat and fix the workflow once.

The same steps every run. No agent improvising.

A test run: 5 of 5 steps done
A test run in Toolscaled: completed, 5 of 5 steps, 1 min 3 s. A rehearsal: nothing was sent.

how it works

Do it. Save it. Run it. Fix it.

The Claude chat where the support email job was done once, with Toolscaled tools.
01

Work it out in chat.

Connect your tools and do one real task with your agent, the way you already do. Correct it until the result is right. Toolscaled keeps every step. In Claude and ChatGPT, a console shows each one.

A test run in Toolscaled: completed, 5 of 5 steps, 1 min 3 s. A rehearsal: nothing was sent.
02

Save it, test it, turn it on.

Read the steps in plain words. Test the workflow on the work you already did: steps that send or write reuse what they did then, so nothing goes out. Nothing runs on its own until you turn it on.

An automation in Toolscaled: when a new Gmail email arrives, it starts Copperleaf support replies.
03

It runs when the work shows up.

On a schedule, a new email, a form entry, a webhook, after another workflow, or when you click Run. Every run takes the same steps.

A run in Toolscaled with the buttons Approve and continue, Reject and stop the run, Continue in agent.
04

Something broke? Open it in chat.

One list shows every run that failed. Load a run into your agent and it sees exactly what happened. Fix the workflow in the same chat. The next run uses the fix.

Shared workspaces with roles. Scoped API keys. Run history. Every publish is a new version.

why not something else

No automation tool to learn.

vs. Zapier, Make, n8n

No boxes to draw. No tools to wire together. You do the work once, in chat.

vs. scripts and cron jobs

No code to write or keep alive. The chat becomes the steps.

vs. asking your agent again

An agent works it out again each time, and the result changes. A workflow runs the same steps and uses a model only where you said so.

what connects

Bring your own tools.

Google is built in: Gmail, Sheets, Calendar, Docs, Drive, Tasks and Forms. Sign in once and use your own data. Toolscaled touches your Google data only to run the steps you set up: no ads, and no AI training on it. How we handle Google data. Outlook works as an email trigger, with the reply in the same thread. Linear, ClickUp, Webflow, HubSpot and Slack connect in a few clicks. Anything else with an API or an MCP server connects from chat. Passwords and keys never pass through chat.

01

Paste the address.

Give your agent an OpenAPI spec URL or document, or an MCP server URL. In the app you can also upload a spec file.

02

Pick what you need.

Toolscaled lists the operations. Choose the ones you want. The preview creates nothing.

03

Sign in on Toolscaled.

Add an API key or token, or sign in with OAuth where the provider supports it. You enter secrets on the Toolscaled website, never in chat.

04

Use the new tools.

Each operation becomes a named tool, like helpdesk-list-tickets. Your agent uses it. Your workflows repeat it.

what starts a run A schedule, a new email or form entry, a signed webhook, another workflow finishing, or you.

Pick one task you do every week. Make it a workflow.

Do it in chat one more time. Make it the last time. The Free plan needs no card.

For people who already work in Claude, ChatGPT, Gemini or Grok.

See plans and pricing · Read the docs

Want help with your first workflow? Talk to us.