A store that runs itself — trending find to fulfilled order.
Trendsmithwatches what's selling, screens each product against hard margin and safety guardrails, writes the whole listing with AI, and publishes it to Shopify — then rotates the catalog as trends rise and fade. A human only steps in for the exceptions.
- Pipeline stages
- 8
- Operator time
- ~10 min/day
- Contribution margin
- ~75 %
Dropshipping has a trust problem — fake scarcity, watermarked photos, thin templates — and running a trend store by hand means sourcing, writing, and pruning products every single day. The work never stops, and the result still looks disposable.
Eight stages, running on their own.
- 01
Ingest
Pulls what's genuinely trending from TikTok Shop bestsellers and Amazon movers — real signal, not generic dropship noise.
- 02
Score & screen
Every candidate is checked against a margin floor, category and brand blocklists, and supplier shipping speed before it gets near the store.
- 03
Source
Matches each winner to a US-warehouse supplier with fast shipping, so the delivery windows shown to customers stay honest.
- 04
Write
Claude writes the full product page — editorial intro, spec table, FAQ, and a signed curation note — in the store's own voice.
- 05
Publish
Lists to Shopify at a controlled pace, writes structured metafields, and syncs the catalog to Meta for ad targeting automatically.
- 06
Sell
Honest delivery windows, 30-day returns, and a real support promise — presented as a curated ledger, not a disposable dropship feed.
- 07
Rotate
Fading products get retired and winners get scaled, so the catalog always reflects what's actually trending right now.
- 08
Fulfill
Orders route to the supplier, payment and tracking sync back automatically, and small refunds auto-approve — a human only handles exceptions.
Real integrations, not a demo.
Live trend data, an LLM writing every page, a supplier API doing fulfillment, and a dozen scheduled jobs keeping the loop turning — wired together and handed over as a working system.
- Real trend ingestion — TikTok Shop & Amazon movers
- Claude writes every product listing
- Shopify Admin API — catalog, orders & webhooks
- CJ Dropshipping — sourcing, payment & tracking
- Meta Advantage+ catalog sync for traffic
- 13 scheduled jobs on Vercel + Supabase
- Guardrails: margin floor, launch caps, blocklists
Three numbers keep it honest.
The operator sets the rules once, and the engine respects them on every run — so growth never comes at the cost of thin margins or risky categories.
- Max products live
- 40
- Launches per day
- 5
- Margin floor
- 55 %
Want one of these on your business?
Tell us what you're building.
Same team, fixed price, code that's yours from day one. We'll come back with a one-page Build Brief — scope, stack, and a real number — in plain English.