在 AI 时代，和企业一起成长Growing with enterprises in the age of AI
电子科技大学博士生创业团队，专注 GEO 研究与企业提效。A founding team of PhD researchers from UESTC, focused on GEO research and enterprise efficiency.
汇点智科工作室由电子科技大学博士生创立，长期做 GEO 研究，也长期把研究结果用在企业的具体问题上。我们专注两件事：让企业在生成式引擎中被准确理解、被主动推荐，以及让 AI 真正嵌入企业的日常业务流程。HD Lab was founded by PhD researchers from UESTC. We research generative engine optimization, and we put that research to work on concrete business problems. We focus on two things: making enterprises accurately understood and actively recommended by generative engines, and putting AI into their daily operations.
我们相信可测量的工作：每一次优化都有基线、有统一口径、有可复现的监测数据。从官网改造、智能体开发，到全网信息治理与定时监测，我们希望成为企业在 AI 时代长期同行的技术伙伴。We believe in measurable work: every optimization has a baseline, a consistent definition and reproducible monitoring data. From site rebuilds and agent development to brand information hygiene and scheduled monitoring, we aim to be a long-term technical partner.
先测量，再动手Measure first
没有基线的优化只是消耗预算。Optimization without a baseline just spends budget.
交付资产，不是工时Assets, not hours
语料、看板、智能体都归客户所有。Content, dashboards and agents belong to the client.
把方法讲明白Explain the method
能被复述的方法，才经得起检验。A method you can repeat is a method that holds up.
- 两条曲线Two curves
- 企业与 AI，各自生长，走向同一个方向。The enterprise and AI, each growing, heading the same way.
- 汇Converge
- 两条曲线在右上方收束——一起成长的落点。The two curves converge at the upper right — where growing together lands.
- 点Point
- 被点亮的那个点，既是企业接入 AI 时代的接入点，也是品牌出现在 AI 答案里的引用点。The lit point: where an enterprise plugs into the AI era, and where a brand appears in an AI answer.
GEO 研究，和企业真正用得上的提效GEO research, and efficiency a company can actually use
模型怎么决定引用谁How models decide whom to cite
生成式引擎如何召回信息、如何取舍信源——知道这件事，才知道企业的内容该往哪里使劲。How generative engines retrieve information and weigh sources — knowing this is what tells you where a company's content effort should go.
实体一致性Entity consistency
模型记住的是实体，不是关键词。全网信息口径统一，是被准确推荐的前提。Models remember entities, not keywords. A consistent brand record across the web is the precondition for being recommended correctly.
业务流程提效Workflow efficiency
大模型接进售前、客服、合同与报表，从一个能量化的环节开始，接管到哪里都说得清楚。Models wired into pre-sales, support, contracts and reporting — starting from one measurable step, with every handover accounted for.
想聊聊，还是想先看数据？Want to talk, or see the data first?
两种都可以。我们更习惯先出一份基线报告，再谈合作。Either works. We prefer to produce a baseline report first, and discuss the engagement after.