AI E-commerce Operating System Agent
An e-commerce operating systemthat gets smarter as you use it
Connect the whole operating chain to AI agents and turn proven playbooks into system capability, so every launch starts from the last round's results.
The probability of e-commerce profit
The e-commerce wealth code: probability
The three valves of the wealth code: red balls (launch success rate), launch cost, and launch volume (capital accumulation).
Ten balls: 8 white, 2 red. How many draws does it take to be 99% sure of getting a red ball?
99% CONFIDENCE
21draws
before you can call it almost certain.
One draw less and you are still gambling.
What if there were more than two red balls? Four, five… what then?How many draws for 99% confidence?
A: 4 red→draw 10·5 red→draw 7Most sellers do not fail because they cannot make money. They run out of budget before attempt 21. Even a win at attempt 21 cannot cover the losses if every round is not accounted for.
Red balls
= launch success rate
2 red = 20%
Launch cost
Labour, images, videos
total cost per launch
Launch volume
= capital accumulated
more launches, more capital tied up
02The standard playbook, quantified
Recalculated live from the valves · the highlighted row is your scale| Scale | Hit rate | Launches | Cost / launch | Total cost | Winners | Profit / winner | Monthly profit | Payback |
|---|---|---|---|---|---|---|---|---|
| Base | 20% | 21 | 100 | 2,100 | 1 | 3,000 | 3,000 | 0.7 |
| ScaleCurrent | 20% | 210 | 100 | 21,000 | 10 | 3,000 | 30,000 | 0.7 |
| Expand | 20% | 2,100 | 100 | 210,000 | 100 | 3,000 | 300,000 | 0.7 |
| Go public | 20% | 21,000 | 100 | 2,100,000 | 1,000 | 3,000 | 3,000,000 | 0.7 |
Method: attempts for 99% confidence = ⌈ln(0.01) ÷ ln(1 − hit rate)⌉; winners = ⌊launches ÷ attempts⌋; total cost = launches × cost; payback = total cost ÷ monthly profit.
03What a higher hit rate buys you
At 210 launches, a higher hit rate means more winnersIllustrative maths based on fixed assumptions (equal cost per launch, CNY 3,000 monthly profit per winning product, independent launches). It explains the probability–cost relationship only and is not a promise of returns, investment advice, or a guarantee of results. Actual outcomes depend on product, market, platform rules and execution, and losses are possible.
03 · The evolving operating loop
The whole operating chain runs on AI agentsreplacing routine operations
An operating system built on proven launch tactics, so your launch success rate keeps compounding.
AI+selection strategy (seven tactics)
Project review (profit + competition)
Product concept deck
AI e-commerce image sets
One-click listing
AI promo videos
Auto ad plan from the ROI value
Profit review - adjust the plan
Analytics - refine short videos
Ops review - basics and positioning
Data feedback - refine ROI selection
The heart (playbook)
Seven launch principles and tactics
Closed loop
AI agent
(the snowball profit playbook)
Three outcomes
For cases 1 and 2 there are two choices:
A Optimise visuals + fundamentals
B Replace with a higher-ROI lookalike
e.g. ROI=2 improves to 2.5
If the selling price stays the same, sourcing a cheaper supplier lifts margin to 60% and the product turns profitable with no optimisation at all.
Accumulated data = a higher success rate =
an evolving system (self-improving)
Success rate × probability
The path to sustained profit
An operating system built forsaving, earning, and compounding
One map shows where traditional e-commerce gets stuck and how the system removes each blocker. Click a node to read it, or use the round button to expand the next level.
Drag to pan · scroll to zoom · click a node for details
益博纳 AI 运营系统
Child nodes · 2
Drag to pan · scroll to zoom · click a node for details
Product lifecycle record vs. hit-product playbook
Turn one hitinto a repeatable playbook
Every launch and every operating record is kept and analysed, so proven playbooks can be repeated against an uncertain market.
30 days of one listing: from scheduled launch to the next decision
Recorded automatically7.24
定时上架
拿到曝光
- 点击率 > 35 分 · 证明 1：流量获取能力
- 跳失率 · 证明 2：流量留存能力
- 上架时间、标题、主图版本全部留痕
记录上架时间 / 标题 / 主图 / SKU 版本
8.1
验证转化
打正标签
- 正打标签 10 分；群聊提前购覆盖 10~20 个标签
- 承流能力 35 分：收、加、领、关、付款
- 风险线：差评 > 3%，退货 / 纠纷 / 介入 / 投诉率高于行业
记录标签、人群、转化与风险指标
8.7
内容加推
放大流量
- 内容种草：明确场景主题，直观解决问题，选对渠道与人群
- 爆文加推：超级短视频 + 加推，适合大快消
- 付费工具回流、直播、短视频同步观察
记录内容方向、脚本、投放与表现
8.14
私域与付费
确认收货
- 私域发力：会员、供销
- 搜索：手动人群包 + 智能放量
- 推荐：魔方上手，付费 1~2 周后分析货品与人、人与渠道的三匹配
记录搜索 / 推荐 / 私域的流量结构
8.21
放大与复盘
下一轮判断
- 营销活动节奏、达人合作、淘客
- 销量对转化的影响
- 哪些动作有效、哪些无效，沉淀为下一轮打法
输出本轮结论，沉淀为可复制打法
Operating capability keeps compounding
Launch, assets, tags, content, ads, private traffic, and conclusions stay in the system, so the next launch starts from the last one.
Capabilities
One system,the whole operating chain
Sourcing, content, ads, profit, and review are built in. Features marked beta are rolling out gradually.
Hit video replication
Only replicate what data has proven
Creator IP replication
Profit with long-term compounding
AI customer service
Scale without headcount
Pain-point mining
A new angle for hit products
Market overview
Find blue-ocean opportunities
Rising product analysis
Spot category dark horses
Price-band planning
Competitive pricing decisions
Category layout
See competitors' category coverage
Customer demand analysis
Read where demand is heading
Similar-item analysis
Analyse products through lookalikes
Hit-product plan
Launch hit products systematically
Competitive analysis
Know the market and yourself
New-arrival monitoring
Track competitors' launches
Demand trend analysis
Study trends and find new markets
Ad performance analysis
Spend where it works
Product trend insight
See the market from above
Product selection
Let products compete and filter
Title optimisation
Optimise titles with keywords and roots
Market insight
Understand the market before acting
Hit-product trajectory
Learn how hits actually grow
Rising demand analysis
Catch blue-ocean demand early
Keyword layout
Own the keyword trend
Customer voice analysis
Read reviews at a glance
Profit calculator
The secret weapon of e-commerce profit
Product demand planning
Plan the line-up around demand
Differentiation analysis
Product power is the real moat
Every product edit and video test starts from zero
Titles, images, scripts, publishing, and reviews are scattered. Without product memory, operators must remember the whole history themselves.
Which direction should the next video continue?
Title changed
Positioning was overwritten
Image tested
Clicks moved, conversion did not
Videos shipped
Scenario content worked better
Review done
The next round was not carried forward
Every product has its own operating memory
Before changing a title, image, or video direction, CoBuddy understands what already happened to that product.
Product memory lets CoBuddy understand what each action means in the full operating journey, not just follow the current instruction.
Not just the next video.The whole video matrix.
CoBuddy plans content directions, creates scripts and videos, publishes through official TikTok capabilities, then feeds results into the next decision.
01
Product memory
02
Direction map
03
Scripts and videos
04
Official publishing
05
Performance review
Not browser clicking. Direct official system connections.
CoBuddy connects TikTok Shop, 1688, official TikTok publishing, and fulfillment services through official or formal interfaces, with confirmation for critical actions.
一个商品，从能不能做，到下一轮怎么做
When a product starts showing content signals, CoBuddy can carry opportunity checks, sourcing, and profit validation into the same operating task chain.
Give CoBuddy your next product video operations task
Start with one product, one image, one 1688 link, or a batch of videos that did not lift off.
Talk to usCoBuddy
TikTok Shop Operations Agent
Help me decide which video direction this product should test next.