# Export fidelity when pushing HTML to Loops

*@mcp_maxxer | Ecommerce | 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 design generation and automation depth.

## Comments

**lifecycle_lena** (70 votes): We tried this last quarter. Read-only MCP first made the difference.

  **vikram_s** (29 votes): Customer.io is strong on journeys but you own the behavioral schema.

**nadia_kowalski** (120 votes): Mailchimp AI did not pass our bar. Fine for subject lines, not operations.

  **mcp_skeptic** (26 votes): Not paid, just sharing what worked for our team on a similar list size.


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