OpenAI says ChatGPT and its API are grappling with “abnormal traffic” and has spotted signs of a DDoS attack resulting in periodic outages
- OpenAI says on its site it's grappling with “abnormal traffic” — The US startup introduced a preview version of GPT-4 Turbo
Context & Ripple Effects
The disruption followed a major outage across ChatGPT and the API the previous day, making availability—not just model capability—a live issue as OpenAI introduced a GPT-4 Turbo preview.
Later incidents affecting ChatGPT, APIs and additional products show that service continuity remained a recurring operating challenge, including a mitigation effort for elevated errors and latency in 2025. This report is distinct in identifying possible hostile traffic as a cause.
First-order effects
- ChatGPT users and API customers face intermittent access failures, disrupting both direct use and applications built on OpenAI's endpoints.
- OpenAI must divide operational attention between absorbing or filtering suspected attack traffic and maintaining availability during the GPT-4 Turbo preview.
Second-order effects
- API-dependent companies have an immediate incentive to strengthen fallback paths, retries and user-facing outage handling when a single model provider's service is unavailable.
- The incident raises the value of DDoS resilience and traffic-management capacity around high-demand AI services, alongside the compute capacity needed to run models.
Third-order effects
- If recurring outages persist as AI tools become embedded in products, reliability engineering and multi-provider design could become more important competitive differentiators for model platforms and their customers.
- The pattern points to AI access becoming an infrastructure dependency with concentrated operational chokepoints; whether customers meaningfully diversify will depend on interoperability and switching costs.
The trend: Frontier AI is shifting from a standalone application into shared infrastructure, making security and uptime constraints as consequential as model releases.