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Chatbot Builder AI allows you to bypass the visual Flow Builder entirely and run a completely autonomous agent defined by a single System Prompt. By enforcing a strict JSON response format, your LLM can dynamically generate text, images, carousels, buttons, and quick replies on the fly.

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Why use Dynamic Agents?

Instant Prototyping

One prompt = one bot. No need to drag-and-drop dozens of nodes to get started.

MCP & Functions

Call external APIs, check stock, or run serverless logic directly from the prompt instructions.

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The JSON Protocol

To make this work, your System Prompt must instruct the AI to always reply with a specific JSON structure.

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Mandatory Wrapper

Every response must be a single JSON object with a top-level key "messages".
Strict Compliance Required: The AI must never output raw text outside of this JSON wrapper, or the chatbot interface will not render the message correctly.
System Prompt Template Copy this prompt into your agent settings to get started. This example sets up a “Auto Parts” assistant.