NPU performance

Winsage
September 13, 2025
At IFA Berlin, Acer and Lenovo showcased advancements in Copilot+ PCs and Windows 11, emphasizing innovation that is personalized, intelligent, and secure. The Acer TravelMate X4 14 AI Copilot+ PC is designed for small and medium-sized businesses, featuring an Intel Core Ultra 7 Processor, up to 32 GB LPDDR5X memory, and 1 TB PCIe storage, with a lightweight design of 1.27 kg. The Acer Predator Helios 18P offers desktop-level gaming power with an Intel Core Ultra 9 Processor and NVIDIA GeForce RTX 5090 Laptop GPU. The refreshed Nitro Windows 11 lineup includes Nitro V 16 and Nitro V 16S laptops and Nitro 50 and Nitro 70 desktops for gamers. Lenovo's Legion Pro 7 features an AMD Ryzen 9955HX3D and NVIDIA GeForce RTX 5080 Laptop GPU, while the Legion Go handheld offers an OLED VRR display and up to 2TB PCIe Gen 4 storage. The Copilot+ PC ThinkPad X9 Aura Edition delivers over 40 TOPS of NPU performance, and the redesigned ThinkPad models cater to data-intensive workflows.
Winsage
December 14, 2024
In 2024, Microsoft introduced the "Copilot+ PC" branding for AI-capable laptops, while Apple launched Apple Intelligence. These developments have led to mixed outcomes, with features like real-time translations and on-device speech-to-text being beneficial, but others, such as Windows Recall, still proving their value. By 2025, mainstream developers are expected to integrate on-device AI into Windows applications, influencing consumer purchasing decisions. The term "TOPS" (Trillions of Operations Per Second) is becoming important for evaluating the AI performance of Windows laptops, with a minimum of 40 TOPS required for Microsoft's "Copilot PC+" designation. Qualcomm's Copilot+ PCs reported around 45 TOPS, significantly higher than Intel's 11 TOPS. By the end of 2024, premium Windows laptops are expected to see a three- to four-fold increase in NPU performance compared to 2023 models. Analysts speculate further performance improvements may occur towards the end of 2025. Despite the potential for a two- to three-fold enhancement in on-device AI performance, experts caution against overemphasizing TOPS figures, which may not accurately reflect real-world performance. The lack of a unified API for leveraging NPU capabilities in Windows complicates matters for users of Copilot+ laptops without Qualcomm chips. Although AMD and Intel have released competitive chips, Qualcomm currently holds an advantage with exclusive support for certain applications. Microsoft is promoting its low-level machine learning API (DirectML) and the Windows Copilot Runtime, which may enhance the Copilot+ PC ecosystem. While cloud-based AI solutions remain an option, the cost of these services is expected to rise, making on-device AI more appealing. The introduction of ChatGPT Pro highlights the financial implications of cloud access compared to on-device NPU usage, which incurs no additional costs. The pace of on-device AI adoption in Windows' software ecosystem is anticipated to accelerate in 2025.
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