李时宽AI 落地 · 电商数据EthanLeeAI Deployment & E-commerce Ops
李时宽

让重复的活 自己跑Let repetitive work run itself

15 年互联网运营。从电商对账、利润核算,到把 AI 装进每天的流程 —— 腾讯 FDE 认证工程师,北京交通大学计算机系。15 years in internet operations — from e-commerce reconciliation and margin work to AI baked into daily workflow. Tencent FDE certified, CS at Beijing Jiaotong University.

李时宽EthanLeeAI 落地 · 数据核对AI × Data常驻中山 · 可远程Zhongshan · remote OK
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往下滑,看看一笔糊涂账是怎么被算清的Scroll to see how a messy ledger gets cleaned up

01身份与定位Who I am

15 年互联网运营 · 电商 / 增长 / 内容15 years in internet ops | e-commerce, growth, content

对账 · 利润 · 快递成本 | AI 技能封装 | 海外 B2B 研究Reconciliation · margin · shipping cost | AI skill packaging | overseas B2B research

北京交通大学 计算机科学与技术 | 腾讯 FDE 认证工程师 · TCABJTU, Computer Science | Tencent FDE Certified · TCA

我不是纯做投放的,也不是纯写代码的。我做的事介于两者之间:先把散在六个后台里的订单、账单、库存拉成一张能看的表,再把这张表变成每天自己会跑的东西。I'm neither a pure media buyer nor a pure engineer. I pull orders, bills and inventory out of six dashboards into one readable table — then make that table run itself every day.

02两句话主张Two claims

退货率高不是运营的锅 —— 是选品、主图、话术、物流四条线同时漏水。High return rates are not an ops failure — four lines leak at once: assortment, imagery, script, logistics.

大部分商家的账算不清,不是没数据,是数据散在六个后台里,没人拼。Most sellers can't read their P&L not for lack of data, but because it's scattered across six backends.

先算清账,再谈增长 —— 顺序反了,增长就是亏得更快。Fix the numbers first, then grow. Reverse it and growth just loses money faster.

“

很多老板找我,说要降退货、要提利润 ——Owners come to me asking to cut returns and lift profit —

降价不是答案,Discounting isn't the answer.

把账算清才是。A clean P&L is.

03履历 · 15 年,从流量做到 AITrack record · 15 years, from traffic to AI

2011 — 2016

互联网运营起步Early internet operations

数字中商做 SEO / SEM,把关键词从百度第 2 页做到首页第 3 位;新媒传信做新媒体活动;金信网负责移动端运营,半年做出 3.5 亿交易额、60 万用户。SEO/SEM at Digital Zhongshang; social campaigns at Xinmei Chuanxin; mobile ops at Jinxin — 350M RMB in six months, 600k users.

2016 — 2019

平台与团队管理Platform & team management

本元智慧运营经理,课程内容标准化 9 套;高景亚太网络部负责人,入驻 10 余家内容平台,带团队做直播运营与线上获客。Ops manager at Benyuan; then head of the network division at Gaojing Asia — 10+ content platforms, livestream ops, team built from zero.

2020 — 2024

电商操盘E-commerce operations

京硕信息运营总监,45 天搭起线上运营团队;广东宏宇供应链负责国内电商运营,抖店 / 淘宝全链路。Ops director at Jingshuo — online team stood up in 45 days; then domestic e-commerce at Hongyu Supply Chain, full Douyin Shop / Taobao funnel.

2024 — 至今

AI 落地与技能封装AI deployment & skill packaging

腾讯 FDE 认证工程师。把对账、去重、内容生产这些重复活做成可复用技能包,明确输入、异常处理和验收标准,跑在 WorkBuddy 上。Tencent FDE certified. Turning reconciliation, dedupe and content production into reusable skill packages with defined inputs, exception handling and acceptance criteria.

04做过什么Track record in numbers

15年

互联网运营经验Years in internet operations

3.5亿

移动端半年交易额Mobile GMV in six months

275万

单次活动新增关注New followers from one campaign

2项

腾讯认证(FDE / TCA)Tencent certifications

口径说明:交易额与用户数为 2015 年金信网移动端运营期数据;订单、退款类分析以已发货订单为分母,剔除 0 元与到付订单,平台服务费与达人佣金独立列示。Method: GMV and user figures from Jinxin mobile ops in 2015. Order and return analysis uses shipped orders as the denominator, excluding zero-value and COD orders; platform fees and creator commissions are shown separately.

AI 技能封装AI skills

抖店退款与利润核对,从手工核到技能包Douyin refund and margin checks, from manual to a skill package

梳理输入字段与计算口径,处理重复表头、字段差异、渠道归类与退款成本,交叉核对后封装为 WorkBuddy 技能并通过审核。Defined input fields and calculation rules; handled duplicate headers, field mismatches, channel mapping and refund cost; cross-checked and shipped as a reviewed WorkBuddy skill.

客户研究Research

海外 B2B 潜客研究,按当地语言检索Overseas B2B prospecting in local languages

用 Jito 按国家、行业、品类建立筛选条件,以目标市场语言检索,官网核实产品匹配度与联系渠道,输出销售脚本与展示材料。Built filters by country, industry and category in Jito, searched in local languages, verified fit and contacts against official sources, produced sales scripts and decks.

05能为你做什么What I can do for you

电商对账与利润核对Reconciliation & margin
解决Solve不知道到底赚没赚、赚在哪个 SKU 上You don't know if you made money, or on which SKU
交付DeliverSKU 级毛利表 + 退款成本归集 + 费用明细(服务费 / 佣金独立列)SKU-level P&L, refund cost allocation, itemized fees kept separate
快递账单审计Shipping bill audit
解决Solve月结账单看不懂,多收漏收全凭感觉Monthly bills you can't verify; overcharges go unnoticed
交付Deliver单号级核对 + 重复单检查 + 分省价格对比 + 偏远地区占比Tracking-level matching, duplicate checks, provincial rate compare, remote-area share
AI 技能封装AI skill packaging
解决Solve每周重复的取数、清洗、出报表,全靠人顶Weekly pulling, cleaning and reporting still done by hand
交付Deliver一个能自己跑的技能包:写明输入、异常处理与验收标准,附使用说明A skill package that runs itself — defined inputs, exception handling, acceptance criteria and docs
内容与素材生产Content production
解决Solve主图、短视频、配音一条条找人做,慢且不稳Product images, short videos and voiceover get outsourced piece by piece
交付Deliver主图批处理 + 产品短视频 + 配音字幕,一条流水线出片Batch imagery, product video and captions in one pipeline
海外 B2B 潜客研究Overseas B2B research
解决Solve想出海,但不知道客户在哪、怎么找You want to go overseas but don't know where the buyers are
交付Deliver按国家 / 行业 / 品类建筛选条件,用当地语言检索,官网核实后输出名单与话术Filters by country, industry and category; local-language search; verified lists and scripts
数据日报与看板Daily dashboard
解决Solve每天手工导表、拼报表,问题总是晚一步看到Manual exports and stitched reports; problems surface too late
交付Deliver定时任务自动跑,一页看板 + 异常预警Scheduled jobs, a one-page dashboard and anomaly alerts
“

人做判断,机器做重复 ——Humans decide, machines repeat —

把「靠人顶」,Stop leaning on people.

改成「靠系统跑」。Let the system run.

06联系方式Contact

手机号(微信同号)Phone / WeChat186 2098 1887
微信号WeChatskillorder
WeChat QR

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可承接:对账诊断 · 账单审计 · AI 技能封装 · 内容生产Available for: reconciliation, bill audit, AI skill packaging, content production

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