
Sign up to save your podcasts
Or

Energy efficiency is quickly becoming the new battleground in video processing infrastructure, and a groundbreaking benchmark study has revealed just how dramatic the differences can be between competing technologies. In this eye-opening conversation, Chris Milstead from Akamai and Dennis Mungai from Cires21 share findings from their joint research comparing Video Processing Units (VPUs) to traditional GPUs for encoding workloads.
The benchmark shows that VPUs deliver 4.7X better energy efficiency than GPUs for video encoding, while maintaining equivalent quality.
Highlights from the study:
The results are staggering: VPUs achieved a 4.7X efficiency advantage while delivering equal quality. Running 19 simultaneous jobs at 12 watts versus a GPU’s 16 jobs at 59 watts is not just incremental - it signals a fundamental shift in how future video platforms can be architected. As Chris notes, with regions like the Netherlands halting new data center construction due to energy limits, these gains are becoming essential for continued growth.
What makes this discussion particularly valuable is the depth of technical insight. Dennis explains how the NVMe interface dramatically simplifies deployment, creating a “level of certainty with speed” that narrows the gap between prototype and production. Predictable scaling across codecs and resolutions means operators can plan capacity with confidence - something GPU-based systems can’t match. As Dennis puts it: “Cost savings is not the goal. It’s the outcome of systems so well designed that it becomes an inevitability.”
Whether you’re scaling a video platform, navigating data center power constraints, or simply looking to cut operational costs, this conversation offers crucial insights into how purpose-built silicon is reshaping the video processing landscape. Listen now to understand why custom ASICs are making a comeback - and how they might fit into your future infrastructure.
READ THE BENCHMARKING STUDY:
https://www.linode.com/blog/compute/benchmarking-vpus-and-gpus-for-media-workloads/
Stay tuned for more in-depth insights on video technology, trends, and practical applications. Subscribe to Voices of Video: Inside the Tech for exclusive, hands-on knowledge from the experts. For more resources, visit Voices of Video.
Energy efficiency is quickly becoming the new battleground in video processing infrastructure, and a groundbreaking benchmark study has revealed just how dramatic the differences can be between competing technologies. In this eye-opening conversation, Chris Milstead from Akamai and Dennis Mungai from Cires21 share findings from their joint research comparing Video Processing Units (VPUs) to traditional GPUs for encoding workloads.
The benchmark shows that VPUs deliver 4.7X better energy efficiency than GPUs for video encoding, while maintaining equivalent quality.
Highlights from the study:
The results are staggering: VPUs achieved a 4.7X efficiency advantage while delivering equal quality. Running 19 simultaneous jobs at 12 watts versus a GPU’s 16 jobs at 59 watts is not just incremental - it signals a fundamental shift in how future video platforms can be architected. As Chris notes, with regions like the Netherlands halting new data center construction due to energy limits, these gains are becoming essential for continued growth.
What makes this discussion particularly valuable is the depth of technical insight. Dennis explains how the NVMe interface dramatically simplifies deployment, creating a “level of certainty with speed” that narrows the gap between prototype and production. Predictable scaling across codecs and resolutions means operators can plan capacity with confidence - something GPU-based systems can’t match. As Dennis puts it: “Cost savings is not the goal. It’s the outcome of systems so well designed that it becomes an inevitability.”
Whether you’re scaling a video platform, navigating data center power constraints, or simply looking to cut operational costs, this conversation offers crucial insights into how purpose-built silicon is reshaping the video processing landscape. Listen now to understand why custom ASICs are making a comeback - and how they might fit into your future infrastructure.
READ THE BENCHMARKING STUDY:
https://www.linode.com/blog/compute/benchmarking-vpus-and-gpus-for-media-workloads/
Stay tuned for more in-depth insights on video technology, trends, and practical applications. Subscribe to Voices of Video: Inside the Tech for exclusive, hands-on knowledge from the experts. For more resources, visit Voices of Video.