Enterprises learned that buying GPUs is not the same as using them. The same lesson is arriving one layer up, in tokens, and the fix is governing every token where it is spent: in the request path.
Parallel Works CEO Matthew Shaxted discusses the company's journey, AI infrastructure, and what it takes to shape the future of AI in this Authority Magazine interview.
How Parallel Works ACTIVATE closes the gap between GPU spend and production AI
Artificial intelligence is increasingly being deployed in operational environments where speed, resilience, and autonomy are critical. In defense settings, this means moving AI from centralized system...
Defense organizations are under increasing pressure to modernize their computing environments while maintaining security, compliance, and operational readiness. Traditional, siloed infrastructure mode...
Artificial intelligence is increasingly being deployed at the edge, where data is generated and decisions must be made in real time. As organizations scale AI initiatives, they are discovering that ce...
Artificial intelligence (AI) is transforming defense operations, but deploying AI at the tactical edge presents unique challenges. A recent Cyber Defense Magazine article highlights how AI workloads a...
Q3 2025 Highlights from Parallel Works: AI, HPC, and Platform Innovation
