Ben Bajarin

Ben studies how technology transitions reshape competitive advantage and market structure, from semiconductors and AI infrastructure to adoption and business strategy.

Report · July 15, 2024

Day One of the NPU For Software Developers

Over the course of this series, we have been exploring ways developers have been utilizing the NPU, and taking advantage of its dedicated AI processing capabilities. While we still have more developer stories to tell, one clear insight has stood out from many of our discussions with a gamut of softw

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Article · June 26, 2024

Apple’s Transistor Budget

Apple’s M-series chips have revolutionized the Mac lineup, bringing a laser focus on performance and efficiency to the company’s laptops (portables), desktops, workstations, and even now cloud silicon. Thanks to the hard work of those dissecting Apple silicon X-ray images and highlighting blocks on

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Report · June 13, 2024

Key Points in the Infiniband vs. Ethernet Debate

We have been digging through a host of resources, speaking with technical executives, and investors, to summarize a few key points in the debate about Infiniband vs. Ethernet for AI networking in the data center.  Below are the key point and pros and cons of each. The comparative analysis of Etherne

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Report · June 13, 2024

View From the Street – WWDC 2024 Investor Sentiment: Cautiously Optimistic

In discussions we have had with investors post WWDC, there is a consensus that Apple is well positioned to capitalize on driving new excitement and awareness to Apple’s hardware, software, and services ecosystem. Apple is one of, if not, the best positioned to bring AI to the mainstream in useful an

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Report · June 5, 2024

Report: Comparing Cloud AI Strategies: Microsoft, Google, and Amazon

In the rapidly evolving world of cloud computing, the strategies of industry leaders Microsoft, Google, and Amazon reveal distinct approaches to integrating and leveraging artificial intelligence (AI) to stay ahead. Microsoft Azure: AI Integration and Custom Hardware Microsoft’s Azure is positioning

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Report · June 3, 2024

Dell Technologies: Seizing the AI Server Opportunity

Dell Technologies is making significant strides in the AI server market, as evidenced by its recent earnings reports. We provide some of the key drivers of Dell’s success in this segment, the opportunities ahead, and the potential challenges that could impact its growth trajectory. Growth in AI Serv

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Report · May 20, 2024

REPORT: Conclusions and Next Steps

NPUs (Neural Processing Units) are rapidly establishing themselves as the optimal platform for executing a diverse array of AI workloads, especially those requiring prolonged periods of inference. The unique architecture of NPUs, tailored specifically for neural network operations, guarantees effici

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Report · May 20, 2024

REPORT: Copilot+ PCs and a New Category of AI PC

CoPilot+ PCs and a New Category of AI PC Personal computing is at a unique inflection point with generative AI.  Perhaps one we have not seen since the introduction of the graphical user interface. With a tremendous amount of excitement for AI enhanced software running on our computers, the NPU prov

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Report · May 20, 2024

REPORT: TOPS of the Morning to You

Given there is a new standard in measuring NPU performance capabilities, it is critical we have a better understanding of the relationship between NPU TOPS and the relationship of TOPS as a metric and AI performance. While we completely agree, TOPS is a difficult metric to measure real-world AI perf

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Report · May 20, 2024

REPORT: The NPU Wattage Advantage

While all compute cores are capable of handling AI workloads, the NPU stands out the most here as its architecture allows it to run these AI workloads at significantly lower wattage than CPU and GPU cores. NPUs have power management technique advantages over the CPU and GPU, specifically on AI workl

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