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AI 指数AI Index

规模 + 质量 + 创新 + 贡献 四维自有算法 · 排名更新日期:2026-10-20Four-dimensional proprietary algorithm (Scale + Quality + Innovation + Contribution) · Last updated: 2026-10-20

综述Overview

Artificial intelligence (AI) is regarded as the core driving force of the fourth industrial revolution following the steam engine, electricity, and information technology, and its level of development is increasingly a key yardstick of a nation's comprehensive scientific and technological strength and future competitiveness. There are various international approaches to measuring a nation's AI strength, of which the Stanford HAI "AI Index Report" is the most widely known. CPPPS does not directly reproduce its positions; instead, based on underlying public data (number of AI papers, patents, computing power, AI talent, AI enterprises, and large models), it independently designs a "Scale + Quality + Innovation + Contribution" four-dimensional model to measure the AI composite index of major countries and regions worldwide.
人工智能(AI)被视为继蒸汽机、电力、信息技术之后第四次工业革命的核心驱动力,其发展水平日益成为一个国家综合科技实力与未来竞争力的关键标尺。如何衡量一国的 AI 实力,国际上有多种口径,其中以斯坦福 HAI《人工智能指数报告》最为人熟知。CPPPS 不直接转载其名次,而是以底层公开数据(AI 论文数、专利数、算力、AI 人才、AI 企业、大模型)为基础,自行设计"规模 + 质量 + 创新 + 贡献"四维模型,独立测算全球主要国家与地区的 AI 综合指数。
The uniqueness of this index lies in the newly added "Contribution" dimension (AI industrialization / empowering the real economy): large scale does not equal strong capability, and strong capability does not equal high value—AI must ultimately land in industry, in the real economy, and in people's livelihood. China leads globally in AI application scenarios and industrial penetration, and this dimension is precisely where CPPPS differs from international lists that rank only by papers and computing power.
本指数的独特性在于新增了"贡献"维度(AI 产业化 / 赋能实体经济):规模大不等于能力强,能力强也不等于价值高,AI 最终要落到产业、落到实体、落到民生。中国在 AI 应用场景与产业渗透上全球领先,这一维度正是 CPPPS 区别于仅以论文、算力排名的国际榜单之所在。
This edition evaluates 20 major countries and regions worldwide, covering the United States, China, the United Kingdom, Germany, France, Japan, South Korea, Canada, Israel, Singapore, India, Switzerland, Sweden, the Netherlands, Australia, Italy, Spain, Russia, Finland, and the United Arab Emirates. Evaluation results: the United States, China, the United Kingdom, Germany, and Japan rank in the top five. The overall pattern is a "US-China dual core, with Europe, Japan and South Korea as multiple additional points, and India catching up rapidly".
本版对全球 20 个主要国家与地区进行评价,覆盖美国、中国、英国、德国、法国、日本、韩国、加拿大、以色列、新加坡、印度、瑞士、瑞典、荷兰、澳大利亚、意大利、西班牙、俄罗斯、芬兰、阿联酋。评价结果:美国、中国、英国、德国、日本 位列前五。整体呈现"美中双核、欧洲日韩加以多点、印度快速追赶"的格局。
This ranking is based on approximate values from public knowledge, calibrated by official public data, uniformly marked "subject to official sources", permanently free and public, and is provided for research and reference only.
本排名数据以公开知识近似值为底、以官方公开数据为校正,一律标注"以官方为准",永久免费公开,仅供研究与参考。

分层梯队Tiers

第一梯队Tier 1 美中双核US–China dual core 第二梯队Tier 2 三至八3rd–8th 第三梯队Tier 3 九至十六9th–16th 第四梯队Tier 4 其余Rest

全球 20 国/地区 AI 指数排名

排名国家/地区AI指数规模质量创新贡献梯队
1美国United States93.7296.7100.088.288.2第一梯队
2中国China85.9692.873.878.8100.0第一梯队
3英国United Kingdom28.7945.635.211.017.6第二梯队
4德国Germany26.6939.024.611.929.4第二梯队
5日本Japan23.4932.713.118.129.4第二梯队
6印度India22.244.713.87.317.6第二梯队
7韩国South Korea22.1827.010.018.135.3第二梯队
8加拿大Canada17.8424.924.87.311.8第二梯队
9法国France17.5727.318.49.711.8第三梯队
10以色列Israel13.7218.612.75.717.6第三梯队
11新加坡Singapore12.1415.68.03.123.5第三梯队
12澳大利亚Australia8.1214.48.02.55.9第三梯队
13瑞士Switzerland7.998.214.43.15.9第三梯队
14荷兰Netherlands7.5412.08.03.15.9第三梯队
15瑞典Sweden4.975.65.33.15.9第三梯队
16意大利Italy4.929.95.22.50.0第三梯队
17俄罗斯Russia4.296.64.15.10.0第四梯队
18西班牙Spain3.768.03.71.70.0第四梯队
19阿联酋United Arab Emirates2.132.70.00.55.9第四梯队
20芬兰Finland0.890.02.70.90.0第四梯队
规模、质量、创新、贡献为分项得分(0–100)。数据为公开常识近似值,以官方为准。
Scale, Quality, Innovation, and Contribution are sub-scores (0–100). Data are public approximate values, subject to official figures.

算法详细论述Methodology

一、评价依据

Measuring a nation's AI strength cannot rely on a single indicator: many papers may mean "large but not strong", strong computing power may mean "asset-heavy with little originality", and wide application may mean "shallow foundations". This algorithm therefore characterizes it comprehensively across four dimensions:
衡量一国 AI 实力,不能只看单一指标:论文多可能"大而不强",算力强可能"重资产而少原创",应用广可能"少根基"。故本算法以四个维度立体刻画:
  1. 规模:AI 论文数、AI 企业数、算力规模——衡量"体量",是 AI 发展的资源基础。
  2. 质量:高被引论文 / 顶级成果、AI 人才(尤其是顶尖研究者)——衡量"水平",是 AI 发展的核心竞争力。
  3. 创新:自研大模型 / 基础模型数、AI 专利数——衡量"原创",是 AI 发展的源头活水。
  4. 贡献:AI 产业化 / 赋能实体经济——衡量"价值",是 AI 最终落地、惠及产业与民生的程度(CPPPS 特色维度)。
The relationship among the four dimensions can be summarized as: Scale is the foundation, Quality is the height, Innovation is the staying power, and Contribution is the destination. None of the four can be dispensed with, so a weighted sum is used rather than a single-scale ranking.
四维关系可概括为:规模是底座,质量是高度,创新是后劲,贡献是归宿。四者缺一不可,故取加权求和而非单一规模排序。

二、数学模型

All underlying indicators are first range-standardized (min–max) to [0,1]; among them, the four wide-ranging indicators of papers, patents, computing power, and enterprises are log-transformed before standardization to prevent leading countries from monopolizing the normalized range and suppressing catching-up countries:
所有底层指标先做极差标准化(min–max)到 [0,1];其中论文、专利、算力、企业四类大跨度指标取对数后再标准化,避免头部国家垄断归一化区间、压制追赶者:
x′ = (log(1+x) − min) / (max − min)
The four sub-dimension scores are as follows:
四项分维度得分如下:
规模 S = 0.10·论文′ + 0.10·算力′ + 0.10·企业′ 质量 Q = 0.13·高被引′ + 0.12·人才′ 创新 I = 0.13·大模型′ + 0.12·专利′ 贡献 C = 0.20·产业化′
The composite AI index is the weighted sum of the four items (weights totaling 1.00):
综合 AI 指数为四项加权之和(权重合计 1.00):
AI指数 = 100 × ( S + Q + I + C )
That is: Scale 30% + Quality 25% + Innovation 25% + Contribution 20%.
即:规模 30% + 质量 25% + 创新 25% + 贡献 20%。

三、指标与权重依据

指标方向处理权重所属维度依据
AI 论文数正向对数0.10规模科研产出体量
算力规模正向对数0.10规模大模型训练底座
AI 企业数正向对数0.10规模产业生态厚度
高被引/顶级成果正向线性0.13质量原创与影响力
AI 人才正向线性0.12质量顶尖研究者储备
大模型/基础模型正向线性0.13创新基础能力源头
AI 专利数正向对数0.12创新技术护城河
AI 产业化/赋能正向线性0.20贡献CPPPS 特色:应用价值

四、贡献维度(CPPPS 特色)

Mainstream international AI lists generally center on papers, citations, investment amounts, and computing power, measuring "capability" rather than "value". CPPPS adds the "Contribution" dimension and assigns it a 20% weight: the ultimate significance of AI lies in empowering the real economy, improving industrial efficiency, and enhancing people's livelihood. China possesses the world's most complete manufacturing system and the richest application scenarios, leading globally in the penetration depth of "AI + manufacturing / finance / healthcare / security / agriculture", and therefore scores highest on this dimension; the United States follows closely with its AI-native applications and cloud-service ecosystem. This dimension ensures that countries that "use AI and use it well" are not overshadowed by indicators of those that "build AI", and makes the ranking more consistent with real productivity contributions.
国际主流 AI 榜单普遍以论文、引用、投资额、算力为核心,衡量的是"能力"而非"价值"。CPPPS 增设"贡献"维度并赋予 20% 权重:AI 的最终意义在于赋能实体、提升产业效率、改善民生。中国拥有全球最完整的制造业体系与最丰富的应用场景,"AI + 制造 / 金融 / 医疗 / 安防 / 农业"渗透深度全球领先,因此在该维度得分最高;美国以 AI 原生应用与云服务生态紧随其后。这一维度让"会用 AI、用好 AI"的国家不被"会造 AI"的指标所淹没,也使排名更贴合真实的生产力贡献。

五、数据来源与局限

Data on papers, patents, computing power, talent, enterprises, large models, and industrialization are approximate values from public common knowledge (general understanding synthesized from academic statistics, patent databases, computing-power research, and industry reports), uniformly marked "subject to official sources"; some relative indices use the United States or China as a 100 baseline. This model does not include dimensions that are difficult to quantify, such as AI governance, ethics, open-source contribution, and talent-cultivation quality, and the approximate values contain errors; the ranking is for research and reference only and does not represent any official position.
论文、专利、算力、人才、企业、大模型、产业化等数据为公开常识近似值(综合学术统计、专利库、算力研究、产业报告的一般认知),一律标注"以官方为准";部分相对指数以美国或中国为 100 作基准。本模型不包含 AI 治理、伦理、开源贡献、人才培养质量等难以量化维度,且近似值存在误差,排名仅供研究与参考,不代表任何官方立场。

六、参考文献

  1. Stanford HAI:《Artificial Intelligence Index Report》(方法与数据框架参照,名次未直接转载)。
  2. 中国信息通信研究院:《人工智能发展白皮书 / 报告》。
  3. Epoch AI:全球 AI 算力与训练计算研究。
  4. 世界知识产权组织(WIPO):AI 专利统计与《技术趋势》报告。
  5. 经济合作与发展组织(OECD):《AI Principles》与 AI 政策观察。
  6. 各国人工智能战略规划文件(数据校正参照)。

说明Notes

本版采用"规模 30% + 质量 25% + 创新 25% + 贡献 20%"四维自有算法:规模、质量、创新刻画"能力",贡献(AI 产业化/赋能实体)刻画"价值",为 CPPPS 区别于国际主流榜单的特色维度。论文、专利、算力、企业四类大跨度指标取对数后极差标准化,人才、高被引、大模型、产业化线性标准化。数据为公开常识近似值,一律标注"以官方为准"。排名永久免费公开,永不卖榜。
This edition adopts the "scale 30% + quality 25% + innovation 25% + contribution 20%" four-dimension proprietary algorithm: scale, quality, and innovation characterize "capability", while contribution (AI industrialization/empowering the real economy) characterizes "value", a signature dimension that distinguishes CPPPS from mainstream international lists. The four wide-span indicators of papers, patents, computing power, and enterprises are log-transformed and then min-max standardized, while talent, highly cited papers, large models, and industrialization are linearly standardized. Data are public approximate values, uniformly marked "subject to official figures". The ranking is permanently free and public, and rankings are never sold.