AI Workflows for E-commerce
Guides to product research, TikTok Shop ads and AI creative production, with examples you can try. 浏览中文文章 · Subscribe via RSS
GMV Max Ads and Profitability
Diagnose low spend, reconcile charges and refunds, and calculate break-even ROI by SKU.
Why Your GMV Max Campaign Is Not Spending
Diagnose low GMV Max spend by checking delivery, eligible creatives, the ROI target, and actual budget use.
GMV Max Net Sales vs Gross Revenue
Compare GMV Max billing, refund credits, and ROI under Net Sales and Gross Revenue. Reconcile a test order before switching.
GMV Max Break-Even ROI Calculator by SKU
Calculate GMV Max break-even ROI by SKU after refunds, fees, and commissions. Compare both revenue bases and see the formulas.
GMV Max Daily Review Checklist for TikTok Shop
Reconcile TikTok Shop spend, attributed revenue, shop orders, and margin before you make the next campaign change.
GMV Max Daily Report Workflow
Turn a TikTok Shop GMV Max export into a daily report with checked totals, four mobile cards, and a shortlist of actions.
TikTok Shop GMV Max Campaign Playbook
Plan a Product GMV Max launch, choose a starting ROI and budget, check creative readiness, and read paid and organic attribution.
TikTok Shop Setup and Product Research
Check launch requirements and use customer reviews and competitor ads to decide what to validate.
TikTok Shop Launch Checklist
Launch a first TikTok Shop SKU with a practical checklist for listings, mobile shopping, order fulfillment, and product videos.
An AI Product Research Evidence Sheet
Turn reviews and demand signals into a traceable evidence sheet with counterexamples, sample counts, and a next test.
AI Product Research for Sellers
Use AI to organize product reviews and buyer comments into evidence for a small, testable ecommerce product decision.
How to Evaluate an AI Product Research Agent
Freeze sourcing evidence, blind-review decisions, and replay failures before using an AI product research agent to order stock.
TikTok Creative Center Competitor Research
Use public TikTok Top Ads to study hooks and product proof, then write an original creative brief for your own SKU.
TikTok Competitor Monitoring
Compare TikTok video snapshots across two dates, shortlist meaningful changes, and turn them into original creative briefs.
TikTok Competitor Video Scoring with a CSV Example
Download eight sample videos as CSV, calculate view growth and engagement, and test how score thresholds change a TikTok review shortlist.
AI Product Photography and Video
Plan shots, check product images, test video hooks, and review ad creatives before publishing.
An AI Product Image QA Checklist for Ecommerce
Check generated product photos against the actual SKU, packaging, dimensions, included items, and mobile listing.
How to Read an AI Product Image Check
Check a product image for AI, compare Content Credentials and pixel signals, then apply the US TikTok Shop and Amazon rules.
AI Product Images for Ecommerce
Plan a consistent set of ecommerce product images using real photos, a SKU reference sheet, and checks for labels and scale.
A 15-Second Shot List for AI Product Videos
Plan a short ecommerce video around one verified claim, with a shot list, cost example, and publishing checks.
AI Product Video Workflow
Build an ecommerce product video from verified product photos, an original script, approved storyboard frames, and a shot review.
TikTok Shop Video Hook Tests
Test three TikTok Shop video openings against the same product demo, then compare retention, product clicks, and orders.
TikTok Shop Ad Creative Review
Review AI-assisted TikTok Shop ads before upload with checks for product claims, landing pages, usage rights, and AI labels.
AI Talking Head Video Editing
Use timestamps, a reviewable edit plan, captions, and reusable motion templates to edit a talking-head video with AI.
E-commerce Workflows and Reporting
Build a first workflow for landing pages, customer service, outreach, or weekly reporting.
Your First AI Commerce Workflow
Choose a repeatable ecommerce task, test it with real inputs over five days, and hand off a workflow your team can verify.
How to Reconcile a Weekly Ecommerce Report
Reconcile orders, refunds, ad spend, and attributed sales before letting AI write your weekly ecommerce report.
AI Weekly Business Reports
Turn store exports into an editable weekly PowerPoint with traceable numbers, clear decisions, and an owner for each action.
AI Ecommerce Landing Pages
Give an AI builder a product brief, a page map, and measured examples. Review the finished ecommerce page on desktop and phone.
AI Customer Service Agent
Build an ecommerce support agent that uses verified policies, gives short answers, and hands uncertain requests to a person.
AI Outreach Email Workflow
Prepare and review relevant partnership emails one at a time, test delivery, and keep accurate reply and opt-out records.
AI Knowledge, Skills, and News Radar
Store traceable sources, turn recurring tasks into skills, and rank and deduplicate RSS items.
Build an AI Knowledge Base in Obsidian
Build an Obsidian vault that gives AI traceable sources, current decisions, and a clear way to handle unknowns.
How to Write an Agent Skill
Turn a recurring task into an agent skill with clear triggers, required inputs, review criteria, and two examples to test.
Build an AI News Radar from RSS
Build an RSS-based AI news digest, rank the same stories for two audiences, and reproduce the results with an open-source sample.