ChatGPT, Claude, Grok outages spark Cloudflare blame, but no link found

The simultaneous nature of the outages naturally raises questions about shared infrastructure, but the absence of evidence pointing to Cloudflare underscores how perception can outpace technical reality in real-time incident narratives. This matters because Cloudflare sits as a chokepoint for vast swaths of web traffic, making it a reflexive scapegoat whenever multiple high-profile services fail at once. The real takeaway is operational: whether these platforms share upstream dependencies that remain unverified, and how quickly the industry can distinguish correlation from causation during multi-service disruptions. The open question is whether future incidents will prompt deeper transparency about third-party dependencies.