Prompts Aren't Real

This article argues that production-grade AI agents create business value only when organizations stop treating prompts as static assets and start treating them as part of a dynamic, measurable system. For CIOs and technology leaders, the strategic implication is that reliability, brand safety, and task performance require continuous testing, monitoring, and governance because LLM behavior can fail in subtle and unpredictable ways at scale. IT organizations should expect agent deployments to demand a new operating model focused on evaluation, guardrails, and iterative control rather than one-time prompt tuning.