Recent multi-hour outages on September 3 and August 31, often tied to Azure routing and regional identity failures, have highlighted OpenAI's infrastructure concentration risks amid surging ChatGPT usage. These incidents, alongside 61 reported events over the prior 90 days with median durations exceeding two hours, underscore persistent scaling challenges for the large language model platform. Traders appear to weigh ongoing cloud dependencies and competitive AI expansion as factors favoring several outage days in October, while noting OpenAI's high reported uptime and mitigation efforts that could limit disruptions. Key near-term catalysts include any further Azure-related events or capacity upgrades.