Cloudflare has introduced its AI Platform, a purpose-built inference layer that distributes model execution across its global edge network rather than routing requests through centralized cloud data centers. The platform addresses a critical architectural problem for AI applications: traditional inference APIs introduce latency that becomes untenable for agents requiring immediate decision-making capabilities. By positioning inference nodes at Cloudflare's edge locations worldwide, the platform achieves sub-100 millisecond latencies for inference operations—a material difference for autonomous systems that must act on real-time data. This infrastructure-first approach differs fundamentally from competitors like OpenAI's API or AWS Bedrock, which operate from fixed regional endpoints and require users to accept network round-trip delays as inherent to the service model.