The Difference Between a Consumer Prompt and Production Infrastructure

Most companies are building enterprise AI using consumer habits. An engineer writes a system prompt, tests it five times in a playground environment, gets a helpful answer, and ships it. That is not engineering. That is relying on vibes. Consumer prompts are designed to optimize for helpfulness. Production prompts must optimize for boundaries. In a consumer chat, a hallucination is a funny screenshot on Twitter. In an enterprise deployment, a hallucination is a regulatory breach, a data exfiltra