← Insights
Frederik WallerAIPersonalizationKlaviyo

Conversational campaigns: how AI and MCP personalize your email flows in real time

Personalization goes beyond placeholders. The future is conversational campaigns that react to customer data in real time with AI and the Model Context Protocol — and actually feel authentic.

Matte rounded chat bubbles connected by a thin line, in brand colours

Dynamic content 2.0: more than placeholders

Static email templates are done. Modern flows — welcome series, abandoned checkout, win-backs — run on modular design systems and embed real-time blocks that update the moment the email is opened: from local weather to live inventory. When a product is nearly sold out, the email adapts itself to create urgency.

Claude and MCP as your creative co-pilot

The challenge with that much dynamism is content. The Model Context Protocol (MCP) turns models like Claude from a plain text generator into an operational campaign manager. Because the MCP server gives the AI direct context from the shop (e.g. Shopify) and the ESP (Klaviyo), Claude understands exactly what's happening behind the scenes — no more copy-paste briefings.

A command might read: generate "content for a VIP campaign, adapt the copy to purchase behaviour" and only recommend products that are "currently above 50 units in stock per the API."

From draft to go-live

The AI produces highly relevant copy grounded in real product data instead of generic placeholder text. We use it to speed up setup — the AI handles the data-driven legwork and a first copy draft, while the team focuses on QA, A/B testing and psychological fine-tuning.

Takeaway: automation with soul

Conversational campaigns feel more human to recipients because they're relevant. With MCP-powered AI agents, that relevance scales to thousands of customers without losing authenticity.

Your Klaviyo flows still off-brand?

See how remantle re-skins your whole store →