Pipeshift, operated by Delaware corporation Infercloud, Inc., provides infrastructure for engineering teams deploying AI models in production, particularly real-time voice and chat agents. Its platform serves open-source, custom and fine-tuned models through dedicated inference deployments, with tools for testing APIs, monitoring performance and costs, and automatically scaling GPU resources. Its MAGIC framework optimizes model runtimes and infrastructure orchestration, helping teams manage workloads across clusters, clouds and regions while setting deployment requirements for latency and availability.