Describe. Preview. Approve. Run.
You type what you want in plain English. GloriaMundo builds a structured workflow, shows you every step and the cost before anything executes, and keeps the workflow running reliably once you approve it. This page walks through each part of that loop.
From a sentence to a workflow
You open the builder and describe the task. "Every morning, check my Gmail for invoices, log the amounts to Google Sheets, and send me a Slack summary." The architect translates that into a structured workflow: typed steps, the data flowing between them, and any conditional logic, choosing the right actions from 1,000+ integrations via Composio.
The result is not a chat transcript. It is an inspectable workflow on a visual canvas that you can edit, save, schedule with cron or connect to app events, and rerun. You can adjust it by chatting ("make the Slack message more concise") or by editing steps directly.
The Virtual Run: preview before anything executes
Before a workflow runs for real, you preview it. The Virtual Run treats operations differently by type:
- READ Operations that fetch data execute live, so the preview works with your genuine emails, rows and issues rather than placeholders.
- WRITE Operations that would change something (send an email, post a message, create a record) are intercepted and shown as structured previews. Nothing is sent until you explicitly approve a live run.
Alongside the step previews you get a cost breakdown for the run, shown before you approve, and a connection check that tells you which services still need to be linked. The Virtual Run itself is usually a few cents; heavier AI workflows cost a bit more.
Every run, virtual or live, is logged step by step: inputs, outputs, timings and costs, so you can see what happened during and after the run, not just at the end.
Reliability Injected Automatically.
Retries, circuit breakers, and exponential backoff are built-in. You focus on the logic; we handle the infrastructure.
Automatic Retry
Exponential backoff with jitter. Failed requests retry intelligently.
Circuit Breaker
Failing services get isolated. Your workflows keep running.
Rate Limit Detection
429s get queued and retried. No manual intervention needed.
Idempotency Keys
Safe retries guaranteed. No duplicate actions, ever.
Error Recovery
Failed steps resume from where they left off. No data loss.
Coming from n8n? No more Docker containers, no more Redis setup, no more debugging retry logic at 2am.
Not coming from n8n? Even better — you don't need to know what any of that is. The reliability is just there.
Approval controls for sensitive actions
Selected live actions are classified as sensitive. In Ask me first mode, those actions pause for your decision before the workflow continues.
Sensitive Action Detection
Selected live action types are checked against a built-in list of sensitive operations.
"This action is classified as sensitive" Workflow Approval Mode
Each workflow can use Auto mode or Ask me first for actions that are classified as sensitive.
"Ask me first for sensitive actions" Pause and Review
In Ask me first mode, a flagged action pauses and creates an approval request before the run can continue.
"Approve or reject the pending action"