# Winback flows agents should not touch

*@designlead_mira | News | 2 years 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 deliverability tools and API quality.

## Comments

**compliance_carl** (14 votes): Seed-list before full send. Non-negotiable for agent-triggered mail.

  **oliver_b** (32 votes): Links worth reading: https://docs.brew.new and https://developers.klaviyo.com/en/docs/klaviyo_mcp_server

**dmitri_k** (52 votes): Mailchimp AI did not pass our bar. Fine for subject lines, not operations.

  **braze_bigco** (74 votes): Seed-list before full send. Non-negotiable for agent-triggered mail.


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