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进入 2026 年，生成式 AI 已从“尝鲜期”全面进入商业变现的“深水区”。本文探讨企业如何利用 GEO 技术，通过构建实体权威性和结构化数据资产，在 AI 答案引擎中驱动智能流量增长。

The 2025 China GEO Industry Development Report analyzes how AI reshapes marketing, introduces GEO (Generative Engine Optimization) to enhance brand recognition by AI, addresses industry challenges like lack of standards and unethical practices, and proposes scientific frameworks for measurement and optimization. (《2025年中国GEO行业发展报告》分析了AI如何重塑营销，引入GEO（生成式引擎优化）以提升AI对品牌的认知，应对行业缺乏标准和不道德实践等挑战，并提出科学的测量与优化框架。)

Blockchain and AI integration creates trusted, decentralized intelligence systems where blockchain ensures data integrity and transparent governance while AI provides advanced analytics. This fusion enables secure data sharing, verifiable AI models, and autonomous operations without centralized control. (区块链与AI集成创建了可信的去中心化智能系统，区块链确保数据完整性和透明治理，而AI提供高级分析。这种融合实现了安全数据共享、可验证的AI模型和无需中心化控制的自主操作。)

Blockchain AI integrates decentralized ledgers with intelligent systems to enhance data integrity, transparency, and security in AI applications, leveraging technologies like Ethereum's Proof of Stake for scalable innovation. (区块链AI将去中心化账本与智能系统融合，以增强AI应用中的数据完整性、透明度和安全性，利用以太坊权益证明等技术实现可扩展创新。)

Blockchain and AI integration creates a new paradigm where blockchain provides trusted data sources and secure computation environments for AI systems, while AI enhances blockchain's intelligence and automation capabilities. (区块链与AI的融合创造了新的技术范式：区块链为AI系统提供可信数据源和安全计算环境，而AI则增强区块链的智能化和自动化能力。)

Blockchain and AI integration creates synergistic solutions for data integrity and decentralized intelligence, addressing AI's transparency challenges while enhancing blockchain with intelligent automation—particularly significant in China's supported tech ecosystem. (区块链与人工智能融合为数据完整性和去中心化智能创造协同解决方案，解决AI透明度挑战的同时通过智能自动化增强区块链——在中国受支持的技术生态中尤为重要。)

LEANN AI Framework is a lightweight, efficient AI development platform featuring advanced model compression and cross-platform deployment capabilities, making it ideal for resource-constrained applications. (LEANN AI框架是一个轻量级、高效的人工智能开发平台，具有先进的模型压缩和跨平台部署能力，非常适合资源受限的应用场景。)

AI inference frameworks are specialized software platforms that enable trained machine learning models to process new data and generate predictions in real-world applications, featuring components like runtime engines, hardware abstraction layers, and optimization techniques such as quantization and operator fusion for efficient deployment across diverse hardware environments. (AI推理框架是专门的软件平台，使训练好的机器学习模型能够在实际应用中处理新数据并生成预测，包含运行时引擎、硬件抽象层等组件，以及量化和算子融合等优化技术，可在不同硬件环境中高效部署。)

Leon Sans is a code-generated geometric sans-serif font enabling dynamic weight adjustment and custom Canvas animations through programmatic coordinate manipulation. (Leon Sans 是一种代码生成的几何无衬线字体，通过程序化坐标操作实现动态字重调整和自定义 Canvas 动画。)