When Discussing AI Reliability, We're Actually Discussing Organizational Management

The most valuable info in this article is that OpenAI suffered a global service outage on July 25, 2026, knocking out ChatGPT, the API, and the Codex editor for over an hour, affecting 900 million weekly active users and more than 1 million enterprise clients. This marks the 17th consecutive day of service anomalies, highlighting the reality that AI infrastructure reliability is severely lagging behind business expansion.