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Use case · Product generator

New SKUs in seconds. The catalog stops being the bottleneck.

A product creation app for catalogs that grow fast. AI-drafted titles and copy, brand-consistent imagery, structured attributes, channel-specific exports for Shopify, Amazon, Etsy, eBay. Bulk-upload a folder; get a launch-ready catalog.

SKUs/month, same team
time to list
channel parity
Live signal
2–6 wks Build, fixed price30 → 320 SKUs/month, same team4.5 d → 6 h time to list90 days Stabilisation included
What's in the build

Six pieces, one workflow.

New SKUs in seconds, not afternoons. AI-assisted copy, image variants, channel-ready bulk export.

01 · AI-drafted copy

Title, description, bullets, alt text — drafted, not generated.

Drop in product images and the keyword brief; the app drafts title, description, bullets, alt text, in your brand voice. Editable, not a black box. Trained on your existing catalog, not on the public internet.

  • Brand-voice prompt
  • Editable drafts
  • Trained on your catalog
  • Alt text auto-generated
02 · Attribute structure

Every channel's schema, in one form.

One internal schema (size, colour, material, weight, etc.) — exported into Shopify metafields, Amazon flat files, Etsy listings. The team enters once. The channels are happy.

  • Internal canonical schema
  • Channel-specific exports
  • Metafield mapping
  • Flat-file generation
03 · Image pipeline

Background, crop, ratio, watermark — automated.

Drop a raw photo; get the on-white hero, the lifestyle crop, the square thumbnail, the alt-format. Brand-consistent, channel-ready. No designer in the loop.

  • Auto background removal
  • Aspect-ratio variants
  • Channel size targets
  • Brand watermark
04 · Bulk upload

A folder of photos becomes a catalog.

Upload a folder; the app pairs photos to SKUs by filename, runs the image pipeline, drafts the copy, queues the SKUs for review. The team checks rather than creates.

  • Folder-to-catalog flow
  • Filename SKU pairing
  • Auto-pipeline on ingest
  • Review queue
05 · Channel publish

One click, every storefront.

Approved SKUs publish to selected channels. Shopify, Amazon, Etsy, eBay — all wired. Stock count synced, price synced, status synced. One change, every channel.

  • Multi-channel publish
  • Stock & price sync
  • Status sync
  • Per-channel overrides
06 · Catalog ops

What's missing, what's stale, what's selling.

Live dashboard: SKUs without alt text, descriptions under 300 chars, images under spec, prices below floor. Catalog health visible — and assignable to the team.

  • Missing-data dashboard
  • Stale-listing flags
  • Floor-price alerts
  • Assignable to operator
Sample engagement

The DTC homewares brand that ten-x'd catalog throughput.

30 SKUs a month. One ops lead. Six tools.

A homewares brand was launching ~30 SKUs/month, each going through six tools (Photoshop, Figma, Notion, Shopify, Amazon, Etsy). We shipped a product generator on top of OpenAI and a custom image pipeline. Two months in: 320 SKUs/month with the same ops lead, time-to-list down from 4.5 days to 6 hours, channel parity (the same SKU live across all four channels) up from 35% to 96%.

How we measure: Throughput measured by published-SKU count (n = 12 weeks pre/post), time-to-list measured per SKU from photo-receive to live, channel parity measured against canonical SKU list weekly.

30 → 320SKUs/month, same team
4.5 d → 6 htime to list
35% → 96%channel parity
Industries this is built for

Where this build earns its rent.

Most-relevant verticals — but the same shape works for adjacent ones.

Stop letting the catalog throttle you.

We integrate your channels, wire your AI, ship the bulk-upload flow.