AI Systems That Feel Native to the Product

The best AI features are not the loudest ones. They are the features that lower friction without creating uncertainty.

Design principles

• Keep an approval layer where outputs affect the business.
• Show confidence, fallbacks, and status updates.
• Log the prompt path so operators can debug the system later.

export function AIFeedbackPanel() {
  return <div>Queueing, reasoning, and response status</div>
}