Make.com AI integration with persistent memory

Your scenarios keep running in Make. Ditto remembers what they did, next to your orders, email and chat, and answers any question with the sources.

Free plan, no card needed. See pricing for prepaid usage plans.

What forgetting costs your team

Decisions get lost

Make shows a scenario was paused, not who paused it or why.

Context is scattered

Run errors sit in Make. The orders and the fix sit elsewhere.

Everyone re-explains

What each scenario does, to every new starter and every AI chat.

Follow-ups slip

The scenario gets fixed, but the orders it missed never get chased.

Ditto remembers, finds and acts across your apps

Why was delivery booking paused?
Kofi paused it on 25 Sep. The courier moved postcodes to a new field.
Delivery bookingCourier#ops

Remembers why every scenario changed

Who paused, edited or restarted it, and why, linked to the run, email and thread behind it. Ask weeks later and get the answer.

Ditto found in

+ many more apps

Connects Make to every app you use

Shopify, Gmail, Slack, Xero and many more feed one memory, next to your scenarios. Ask once and Ditto checks them all.

Agent jobReview and approve

Retry the 11 failed delivery bookings in Make, then draft an email to each customer with their new date.

Approve & runCancel

Does the follow-up, when you approve

Retries the failed runs, updates the orders and drafts the customer emails, then waits for your OK. Your scenarios keep running in Make.

Modelgpt 6 sol ✓ClaudeGeminiYour own key
Same memory in ClaudeCursor ◐ Memory on

Keeps your memory on any model and in any AI tool

Use a low-cost model for the daily run check, or connect Claude and Cursor over MCP. Ditto brings the same context every time, so nobody re-explains.

When to use Ditto with Make

Ditto is for teams whose work spans several apps and several people. If the answer, or the follow-up, lives in more than one place, Ditto keeps it in one shared memory: a second brain the whole team can ask.

How it works

Three steps, then it keeps working in the background.

1

Connect Make and your apps

Connect Make through Make's MCP server. Ditto starts read-only until you turn on writing.

2

Ditto builds one memory

Scenarios, runs, orders and decisions from every app, linked and kept current.

3

Ask in Ditto or your AI tools

Use the Ditto app, ask in Slack, or connect Claude and Cursor. It answers with sources and runs your scenarios when you approve.

Ditto vs Make AI Agents and other Make integrations

Make AI Agents and Maia build and run automations inside Make. Make's MCP server lets ChatGPT and Claude run your scenarios. Other automation tools run fixed steps. Enterprise search looks across apps. Ditto keeps one memory across Make and every app you connect, and acts from a request.

Capability Ditto Make AI Agents and MaiaBuilt into MakeChatGPT or Claude + MakeMake MCP server, Make pluginOther automation toolsZapier, n8nEnterprise searchGlean, Dust
Remembers across sessions, models and tools
i

Ask weeks later, on a different model or from Claude, and the context is still there.

✓Full–Partial–Partial✗None–Partial
Remembers why each scenario changed
i

Ask why a scenario was paused and get the run, the email and the thread behind it.

✓Full–Partial✗None✗None–Partial
Builds its memory on its own, with no data store to design
i

Make's own guidance is to design a state schema and write it to a data store; Ditto's memory fills itself from every app you connect.

✓Full✗None✗None✗None–Partial
Answers one question from Make and your other apps together
i

Checks runs, orders, email and chat at once, with the source for each part of the answer.

✓Full–Partial–Partial✗None✓Full
Acts from one request, without building a scenario first
i

Ask for the outcome and Ditto uses each app's own actions, with no trigger or modules to wire first.

✓Full–Partial–Partial–Partial–Partial
Runs your existing Make scenarios from a request
i

Ditto, Make AI Agents and MCP clients can all run the scenarios you already built.

✓Full✓Full✓Full✗None✗None
Built into Make, nothing to install
i

Make AI Agents are available on all Make plans. Ditto connects to Make through Make's MCP server.

✗None✓Full–Partial✗None✗None
The same memory in the Ditto app, Slack and your AI tools
i

Use the same memory from the Ditto app, Slack, Claude, Cursor or Codex.

✓Full✗None–Partial✗None–Partial
Starts read-only, and you choose what runs on its own
i

Ditto changes nothing in Make until you turn on writing, and each change waits for approval unless you set it to run on its own.

✓Full–Partial–Partial–Partial–Partial
Respects Make permissions in every answer
i

Ditto checks the permissions set in Make before it shares anything, so each person only gets answers about scenarios they can already see.

✓Full✓Full✓Full–Partial✓Full
Pick the model for each task, or bring your own key
i

Choose the model for each job from any provider or use your own key; Make AI Agents also take a custom provider on paid plans.

✓Full✓Full–Partial✓Full✓Full
See, edit and export what it remembers
i

Open what Ditto remembers, correct it, export it or delete it.

✓Full–Partial–Partial✗None–Partial
✓ Full– Partial✗ None

Make and every app your team uses, in one place

Connect them once. Ditto remembers across all of them, next to the scenarios you already run in Make, not in place of them.

  • Make
  • Shopify
  • Gmail
  • Slack
  • Google Sheets
  • Google Calendar
  • Google Drive
  • Xero
  • QuickBooks
  • Stripe
  • HubSpot
  • Zendesk
  • WhatsApp
  • Notion
  • Airtable
  • monday.com
  • Trello
  • Asana
  • Salesforce
  • Outlook
  • Claude
  • Cursor
  • Microsoft Teams
  • Telegram
  • Discord
  • Zoom
  • Google Meet
  • Excel
  • Word
  • SharePoint
  • OneDrive
  • Dropbox
  • Confluence
  • Obsidian
  • Pipedrive
  • Freshdesk
  • Intercom
  • Mailchimp
  • PayPal
  • Square
  • WooCommerce
  • WordPress
  • And more

Start free, then pick a plan

Your plan covers capacity and features. Credits pay for variable usage across AI, voice, tool actions and storage beyond your included allowance.

New plan preview. Rollout is in progress; check the offers available in your account before purchasing.

Free

$0 No card needed

Explore Ditto with no card needed.

1B starting credits; earn up to 4B1 GB included storage5 saved workflows · 1 active

Plan includes:

  • 2 spaces
  • Chat in Ditto
  • Ditto Review · one at a time
  • Auto model selection
Optional: Flex pay as you go

Add a $5 initial deposit for more usage, with no subscription. The full deposit becomes usage credits; checkout adds any tax. Flex checkout asks you to authorize automatic refills: you set a monthly limit, which includes tax, and can turn refills off anytime.

Paid chat connections, parallel reviews and remote control unlock after the deposit settles. Free already includes one Ditto Review at a time.
Try Ditto free
Everyday work

Plus

$19/month Monthly subscription

More room for your everyday work.

$10 usage each month · 10B credits50 GB included storage10 saved workflows · 5 active

Plan includes:

  • 5 spaces
  • Paid chat connections
  • Ditto Review · parallel reviews
  • Auto model selection
Try Ditto free

Pro

$97/month Monthly subscription

Shared capacity and credits for you and your team.

$60 usage each month · 60B credits1,000 GB included storage100 saved workflows · 25 active

Plan includes:

  • 25 spaces
  • Paid chat connections
  • Ditto Review · parallel reviews
  • 1 org · 4 included licensed seats
  • Choose models manually
  • Custom domains
Try Ditto free

Enterprise

A custom Ditto build for your business: our team writes the spec, builds it and supports it.

Custom setup and retainer Get in touch

Questions

Does Ditto remember what my Make scenarios did?

Yes. Ditto keeps a memory of your scenarios, their runs and failed executions, next to your orders, email and chat. Ask weeks later, in the Ditto app, in Slack or from an MCP client, and it answers with what happened and its sources.

What does Ditto read from Make?

What Make's MCP server exposes: your scenarios and their runs, incomplete executions, connections, webhooks, data stores, teams and organisations. It starts read-only, and it checks the permissions set in Make before it shares anything, so each person gets answers only about scenarios they can already see.

What can Ditto do in Make?

It uses Make's own tools: run a scenario, retry a failed run, edit a scenario, turn it on or off, and update data stores and webhooks. Make says managing scenarios needs a paid Make plan. Changes wait for your approval unless you set an action to run on its own, and a scenario you turn on then runs in Make.

How is Ditto different from Make AI Agents?

Make AI Agents act inside your scenarios, and they remember a conversation when you give it a Conversation ID. Ditto keeps one memory across Make and your other apps, builds it on its own, works with any model you choose and brings the same memory to Claude and Cursor.

Is Make's AI free to use?

Make says AI Agents are available on all plans, and its MCP server is included in every plan at no extra cost: you pay for the credits your scenarios use. Every scenario Ditto runs uses Make credits too. Ditto starts free, and prepaid usage is available with Flex.

What does Ditto cost?

The new plans are Free, Flex with a $5 initial prepaid deposit and no monthly base fee, Plus at $19/month, and Pro at $97/month. Usage is prepaid with credits. See the pricing page for plan details and rollout availability.

Can I use my Make memory in Claude, Cursor or ChatGPT?

Yes. Connect Ditto over MCP and those tools can search what your scenarios did, next to your other connected apps, and save what you do there. They don't act in Make through Ditto.

Can ChatGPT or Claude connect to Make?

Yes. Make is a built-in connector in Claude, and Make has an official plugin for ChatGPT, so both can run and manage your scenarios. Ditto adds a memory across your other apps, actions that wait for your approval, and a choice of model.

Does Make have its own AI?

Yes. Make AI Agents reason and act inside your scenarios, and Maia by Make builds scenarios and agents from plain language. Ditto works alongside them: it remembers what happened across Make and your other apps, and you pick the model.

What is the Make MCP server?

Make's MCP server lets AI tools run your active and on-demand scenarios and, on paid plans, view and change scenarios, connections, webhooks, data stores and teams. Ditto connects to Make through it, then keeps what happens in one memory with your other apps.

Is Ditto a Make alternative?

No. Ditto works alongside Make. Your scenarios keep running there on their triggers and schedules. Ditto reads Make and your other apps into one memory, answers across them and acts when you ask. Keep the scenarios you already run.

Can my team share one memory of our scenarios?

Yes, in a shared team space. Ops, support and finance work from the same scenario history, and Ditto checks each person's Make permissions before it answers. Team memory stays when someone leaves, including why each scenario was built.

Is my Make data used to train AI models?

No. Your memory is not used to train models. Open any memory to see where it came from, then edit, export or delete it. Disconnect Make and Ditto stops reading it.

Get 20% off your first month of Ditto, and get more out of it every week.