教育人工智慧市場展望

自2022年底 ChatGPT 發布以來，教育機構面臨兩難：一方面，ChatGPT 能夠減少重複性工作，提供快速翻譯、語法檢查和創意生成等功能；另一方面，它也存在隱私問題、抄襲和不當內容等潛在風險。

此外，教師們本已不堪重負，他們面臨越來越大的壓力，需要盡快掌握教育領域湧現的各種生成式人工智慧工具。

本報告探討了教育人工智慧市場，評估了目前人工智慧 PC 硬體和軟體的開發現狀，分析了在教育中使用人工智慧工具的優勢和挑戰，並提供了該行業未來五年的展望。

市場趨勢

本報告的撰寫參考了2024年Computex2024的重大發布，該展會上幾乎所有產品都採用了人工智慧晶片。包括NVIDIA、Intel、AMD、高通和ARM在內的半導體行業領導者企業紛紛發布了搭載專用晶片的AI賦能型PC，這些晶片能夠直接在設備上運行AI應用程序，標誌著用戶與PC交互方式的重大飛躍。

隨著K-12和高等教育中AI工具的實驗階段日趨成熟，關鍵趨勢也在不斷演變，教育工作者開始轉向針對特定目標量身定制的小型或大型語言模型（LM）。 Windows 10支援的終止持續推動系統更新換代，提高了AI硬體的普及率。搭載NPU（神經網路處理單元）效能超過60 TOPS的先進AI PC的出現，預計將推動邊緣AI的普及，同時Chromebook Plus產品線也不斷擴展。 AI素養仍是教育工作者和學生的首要任務，聯合國教科文組織AI指導架構也持續影響全球課程的發展。

目錄

• 綜合PDF報告
• 執行摘要
• K-12和高等教育人工智慧PC市場規模評估
• 人工智慧在教育領域的機會與挑戰
• 人工智慧賦能的學習與教學
• 人工智慧指導與監管
• 人工智慧PC及軟體產品
• 人工智慧技術的擁有成本與應用
• 未來展望
• 教育機構與學生對人工智慧的看法

Since Chat GPT was launched at the end of 2022, educational institutions have been faced with the dilemma of using this tool to reduce repetitive tasks as well being able to quickly translate, check grammar, generate ideas, versus potential privacy issues, plagiarism and offensive content.

In addition, there has been increased pressure on already overstretched teachers to quickly learn how to use the variety of generative AI tools that are quickly appearing in the educational space. This report assesses current state of AI PC hardware and software developments, analyses the benefits and challenges of using AI tools in education, as well as offering outlook on the shape of the sector during the next five years.

This report covers:

• Market Sizing - To quantify the current levels of AI PCs adoption in K-12 and High Ed, which covers total of desktops, notebooks and Chromebook and excludes BYOD and tablet PCs.
• Market Forecasting - To develop five-year shipment forecasts for AI PCs and review key factors influencing the market expansion. c
• Opportunities and Challenges of AI tools - To identify the pace of adoption of these tools in education.
• Teaching and Learning about AI - To identify how teachers and students are currently embracing the benefits of AI technology.
• AI Rules and Regulations - To gauge the state of standardisation in the approach to AI incorporation in at the regional and country levels.
• Product, Technology, & Competitive Review - To identify and interpret key market developments and trends.
• Institutional and Student feedback interviews with IT decision makers and students in K-12 and High Ed sector - To formulate the current state of AI tools adoption and future expectations.

Market Trends:

The current report follows major announcements at Computex 2024, where AI-ready silicon featured in almost every product. Key players in the chip industry, including Nvidia, Intel, AMD, Qualcomm, and ARM, showcased AI-enabled PCs with specialised chips to run AI applications directly on the device. This marks a significant leap in user interaction with PCs.

The December 2025 AI in Education update builds on the June 2025 report, integrating recent developments in AI hardware, software, policy, and the integration of AI into the pedagogy. Key trends continue to evolve as the experimentation phase with AI tools is maturing in K-12 and Higher Ed, with educators looking at smaller LMs to fit their specific goals. Windows 10 end-of-life continues to drive refresh cycles, and with it, greater AI hardware adoption potential. There are new developments in advanced AI PCs with >60 TOPS NPUs which will enable more edge AI adoption, as well as expanded Chromebook Plus offerings. AI literacy remains on the top of the agenda for educators and students while UNESCO AI guidance frameworks continue to shape curricula globally.

Areas Explored:

This report includes market sizing for AI ready and AI-enabled PCs based on K-12 Mobile PC tracker data, K-12 Desktop PC report data, Higher Ed Desktop and Mobile PC tracker data, channel and leading OEMs interview feedback as well as Futuresource's own estimates.

Did you know?

Futuresource has been tracking, researching and consulting on the global education technology market for more than 20 years. However, since 2020, the pandemic has placed a spotlight on EdTech and the role it has played in keeping children educated, and Futuresource's reporting has been ramped up accordingly. Any enterprise operating within the EdTech sector will benefit from this report, particularly:

• Manufacturers and their suppliers
• Resellers and VARs
• Intermediaries and supply chain
• EdTech market strategists, marketing and sales professionals
• Investors

Table of Contents

• Comprehensive PDF report
• Executive summary
• K-12 and High Ed AI PC Market Size Assessment
• AI Opportunities And Challenges For Education
• Learning and Teaching With AI
• AI Guidance and Regulations
• AI PC and Software Offerings
• Cost of Ownership And Adoption of AI Technologies
• Future Expectations
• What Do Educational Institutions and Students Say About AI?