增长团队的 AI 化改造
一人 + AI，发挥一整个团队的效能。AI transformation for growth teams.
One person + AI. The capability of a team.
面向 AI 产品与增长团队，提供从投放流程梳理、媒体 API 接入到 AI 工作流落地的改造服务。让 AI 承接数据分析、策略建议、投放执行与效果复盘，帮助一个人协同 AI 完成过去需要多人配合的增长工作。Help AI products and growth teams adopt AI across their advertising operations, from mapping processes and connecting media APIs to building working AI workflows. With AI handling analysis, strategy recommendations, campaign execution and performance reviews, one person can take on growth work that once required a team.
关于我About me
我深耕海外与国内广告投放，负责过豆包、Coze 等头部 AI 工具及多个大型游戏项目。现在专注 AI 自动化优化，将一线投放经验转化为增长团队可持续运行的 AI 工作流。My background spans paid acquisition in global and China markets, with responsibility for leading AI products including Doubao and Coze, as well as major gaming projects. Today, I focus on AI-powered optimization, turning hands-on campaign experience into AI workflows that growth teams can run every day.
AI 投放优化：从数据分析到自动执行。AI ad optimization, from analysis to execution.
把每天重复的数据处理、投放判断和账户操作，连接成一套可执行、可追踪、可复盘的 AI 工作流。Connect recurring data work, campaign decisions and account operations in an AI workflow you can run, trace and review.
数据接入与自动分析Connect and analyze
接入媒体 API 与业务数据，统一投放口径。自动整理账户表现、识别异常，找到值得继续验证的增长机会。Connect media APIs and business data around consistent metrics. Review account performance, flag anomalies and surface growth opportunities to validate.
AI 策略判断Turn data into decisions
结合产品目标、预算和历史表现，判断预算分配、出价与素材调整方向。把一线投放经验转成能持续执行的策略。Use product goals, budgets and historical performance to guide allocation, bidding and creative decisions. Translate hands-on media experience into repeatable strategies.
自动执行与持续复盘Execute and improve
通过 API 执行授权范围内的投放动作，记录每次调整并跟踪效果。让分析、决策、执行和复盘持续衔接。Execute permitted campaign actions through APIs, record each change and track its results. Keep analysis, decisions, execution and review connected.
Forward Deployed Engineering
FDE 落地交付，让 AI 接入增长业务。FDE delivery: bring AI into your growth operations.
以 FDE 的方式和团队一起工作，从真实投放问题出发，把 AI 能力接进已有的数据、工具和业务流程。Work alongside your team through FDE delivery, starting with real campaign problems and connecting AI to the data, tools and processes you already use.
对齐目标与问题Define the problem
梳理产品阶段、投放链路和数据口径，确定最值得自动化的环节与验证标准。Understand the product stage, acquisition funnel and metrics. Choose where automation matters most and how to evaluate it.
接入并跑通流程Connect and build
连接媒体账户、业务数据和现有工具，搭建适合团队的分析、策略与执行流程。Connect ad accounts, business data and existing tools. Build an analysis, decision and execution workflow that fits the team.
一起验证，持续迭代Validate and iterate
从明确的业务场景开始，用实际投放表现验证效果，再逐步扩展自动化范围。Start with a defined use case, evaluate it against campaign performance and expand the automation as it proves useful.