Large-scale AI workloads are often slowed by fragmented acceleration across mixed GPU fleets. The AI Ramp Accelerator provides a vendor-neutral control plane that optimizes performance without changing the system architecture. Its drop-in fail-open design ensures safe predictable and auditable performance across all GPUs.