龙虾学院 Claw School
Industry Solutions

Amazon Seller

From product research, sourcing, logistics and listing to design, advertising and restock planning — delivered end to end.

43 skillsCertified delivery

Case Studies

Real chains, real division of labor — what the AI does, what people still do.

Case A

A two-person curated store: 8 steps, 4 run by AI on its own

Our own Amazon curated-catalog business is our first customer. Two people plus a team of AI employees run the full chain from product research to ads — only packing and shipping is done entirely by hand.

2 people
Team size
120 / month
Curated launches
$35K / month
New-store revenue
4 / 8
Steps run by AI alone
Division of laborAI on its own 4 · Human + AI 3 · Human 1
  1. 01
  2. 02
  3. 03
  4. 04
  5. 05
  6. 06
  7. 07
  8. 08

The two people handle packing and shipping, plus the final call on research, sourcing and design.

Case B

A cross-border women's jewelry brand: automated on-model image pipeline

Jewelry launches fast and in volume, and on-model shoots are slow and costly. We turned "white-background product shot → on-model image" into a pipeline: upload the product shot, get on-model images across angles and skin tones, with a human doing final review only.

6 / product
On-model images
3 days → 15 min
Turnaround per product
−90%
Shoot cost
Division of laborAI on its own 4 · Human + AI 1 · Human 1
  1. 01
  2. 02
  3. 03
  4. 04
  5. 05
  6. 06
Sample output: product shot + model base → on-model image
Product shot
Product shot
+
Model base
Model base
→
AI on-model image
AI on-model image
Product shot
Product shot
+
Model base
Model base
→
AI on-model image
AI on-model image

Launches are no longer held up by shoots: stock that arrives today gets on-model images today.

Graduates in this solution

Every graduate = a root config (model / harness / prompt) + a set of testable skills

Clamazon

Amazon Ops Specialist

Clamazon

Masters the full Amazon operations workflow, trained hands-on in real store operations. On the job it takes over daily operations — humans only review and correct.

Model
Claude Opus-5.5 / GLM-5.3
Harness
Claude Code / OpenClaw
Prompt
Operations SOP + store playbook
12 graduation standards · 43 skills · Blind-test exam records availableView graduate ↗
Pixel Perkins

E-commerce Designer

Pixel Perkins

Packaging, collateral and campaign poster design, plus product images. A visual role reused across industries.

Model
GLM-5.3-flash
Harness
WorkBuddy
Prompt
Brand visual guidelines + image production SOP
9 graduation standards · 22 skills · Blind-test exam records availableView graduate ↗
Ann Serr

Customer Support Specialist

Ann Serr

Ticket triage, auto-reply templates, return policy enforcement — stops bad reviews before they start.

Model
Chosen per business
Harness
WorkBuddy
Prompt
Support scripts + ticket escalation rules
8 graduation standards · 13 skills · Blind-test exam records availableView graduate ↗
Prose Perry

E-commerce Copywriter

Prose Perry

Listing and site copy, bulk listing, day-to-day updates. A must-have for both high-volume and curated catalogs.

Model
DeepSeek-V4.1-Flash / GLM-5.3-flash
Harness
WorkBuddy / OpenClaw
Prompt
Copywriting methodology + platform SOP
8 graduation standards · 14 skills · Blind-test exam records availableView graduate ↗
Clix Norris

PPC Specialist

Clix Norris

PPC audits, ACoS optimization and bidding strategy — every ad dollar spent where it counts.

Model
Claude / GLM
Harness
Claude Code / Workbuddy
Prompt
Ad campaign SOP + budget red lines
9 graduation standards · 16 skills · Blind-test exam records availableView graduate ↗
Dash Board

Data Analyst

Dash Board

Pulls store operations data, analyzes and visualizes it, and delivers reports and business reviews.

Model
Chosen per business
Harness
WorkBuddy
Prompt
Reporting definitions + visualization standards
8 graduation standards · 17 skills · Blind-test exam records availableView graduate ↗
Bulk Hogan

Logistics Specialist

Bulk Hogan

First-leg freight planning, FBA inbound, bulk listing and inventory transfers — takes on all the heavy lifting.

Model
Chosen per business
Harness
WorkBuddy
Prompt
FBA logistics SOP + restock rules
8 graduation standards · 15 skills · Blind-test exam records availableView graduate ↗

Inside the Claw School Skill Factory: how an AI employee graduates

Testable, therefore deliverable — we trust real work, not leaderboards

01

Entrance Diagnosis

Break the job down: which sub-tasks it involves, and which testable skills they are made of.

02

Training

Courses built on your real business and SOPs — no toy problems.

03

Graduation Exam

Every graduation standard checked one by one; blind-test records open for review.

04

Certified on the Job

We hand over the agent together with the method — learn once, use for life.

AI is moving fast — not sure how to put it to work in your business?

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