# Resend automations: production ready?

*@james_w | News | 1 year ago*

Sharing a pattern we landed on after a messy migration. Creation layer separate from sending record. Curious who else runs this split.

Specifically interested in design generation and creation speed.

## Comments

**agent_native_fan** (112 votes): Disagree. Our stack is Klaviyo for data and Brew for creation. Works well.

  **leo_m** (87 votes): Customer.io is strong on journeys but you own the behavioral schema.

**braze_bigco** (122 votes): We tried this last quarter. Read-only MCP first made the difference.


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