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AI Conductor: Chat-Driven Page Building for Payload CMS

AI page builders promise speed. They deliver chaos. Your AI invents fields, writes to your database without asking, and by the time you notice, the damage is done. We built AI Conductor to fix this – let your AI propose pages, not execute them. Schema-grounded, human-approved, production-ready.

AI Conductor: Chat-Driven Page Building for Payload CMS

Table of contents

Problem

Most “AI page builder” tools fail in production for the same reason: the AI invents fields that don’t exist, writes to your database without approval, and by the time you notice, it’s too late to undo.

You want AI to speed up content creation. You don’t want it flying blind.

The Solution: AI Conductor

We built AI Conductor – a Payload CMS plugin that lets you compose and edit pages by chatting with an AI agent, but with two critical guardrails:

Schema-grounded

The agent can only use blocks and fields that actually exist in your real config. No invented IDs, no hallucinated structures.

Approve before write

The agent proposes a layout and shows you exactly what it would write. You review and approve it. Only then does anything touch your database.

How It Works

Ask – describe the page or edit you want in plain language

Ground – the agent inspects your actual collections and block schemas

Propose – it drafts a layout and shows you the exact output

Approve – you accept, revise, or reject

Key Features

Works in your Payload admin – just chat. Or use it as an MCP server in Claude Desktop and Claude Code.

Zero-touch adoption – no schema changes needed. If you have a blocks field, you’re ready.

Bring your own key – use your Anthropic or OpenAI API key. Full control.

Audit trail – every change and conversation is recorded per user.

Debug mode – tool-call details stay hidden by default, one toggle away when you need them.

Payload CMS

Getting Started

Install the package, register the plugin in your Payload config, regenerate your types, and set your API key either in the Settings screen or via environment variables.

Set your API key (in Settings or env vars), and you’re chatting.

Why This Matters

AI page builders are useful. But “useful” means nothing if you can’t trust what it’s doing. AI Conductor is built on the principle that AI should propose, not execute. You stay in control.

Whether you’re scaling content creation or just want a faster way to draft pages, AI Conductor keeps the agent grounded and the approval gate open.

Check out the repository – built by our team at Boldare.

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AI Conductor is open source under the MIT license. Contributions welcome.