Automation Studio

Problem

No-code automations fail silently, and one-off scripts have no retries, no audit trail and no owner.

Try it live

Ask for this: when a wholesale order over €500 arrives, check stock, alert the roastery on Slack and email the café an ETA. Edit the generated graph and run it with a test order. Then make a step fail and watch the retries, the dead-letter queue and the one-click replay.

Proves

Workflow engine design, end-to-end type safety, and side effects that run exactly once.

Signal chain

1. describe
2. typed graph
3. validate
4. version
5. queue with retries
6. idempotent actions
7. replay

Stack

Node · TypeScript · BullMQ + Redis · Postgres · Zod · Vue Flow

Engineering highlights

• One Zod schema validates the model’s output, the API payload and the editor form.
• Side effects run once, even on retry, through idempotency keys and an outbox table.
• Workflows are versioned, and every run can be replayed step by step.