All industries

Industry

DTC & Retail

Demand forecasting, dynamic pricing, ad production, and customer intelligence on top of Shopify, Amazon, and your fulfillment stack.

01Operating reality

What the work usually looks like.

A multi-channel DTC operation selling on Shopify + Amazon + maybe Etsy or TikTok Shop. Pricing is set quarterly and stays flat through demand spikes. Creative production is a bottleneck in front of paid social. Inventory drift between channels causes fulfillment errors.

Architecture sketch for DTC & Retail: systems of record, AI layer, and human approval gate
Typical systems we sit overShopifyAmazon SP-APIShipStationStripeKlaviyoMeta AdsGoogle Merchant Center
02Bottlenecks

Where we tend to find the constraint.

  • Creative team unable to keep up with paid-social demand for ad variants
  • Pricing that's right at quarter-start and wrong by quarter-end
  • Stockouts on hero SKUs because no one watches the numbers daily
03Workflows we ship

What we typically build for operations like yours.

AI ad production with brand approval before publish

Per-SKU per-channel demand forecasting and reorder triggers

Dynamic pricing with merchandiser approval outside an autorange

Customer LTV scoring + churn-risk segmentation for marketing

Multi-channel inventory sync and exception triage

04Why HITL matters here

Where the human gate goes, specifically for this industry.

Brand integrity and pricing decisions don't survive autonomy. Creative leads approve every ad before publish. Merchandisers approve pricing changes outside a tight autorange. Marketing picks which AI-flagged segments actually get a campaign.

Talk to us

Have an operation in this shape?

We'll start with a 2-week Discovery against your real systems. If we're not a fit we'll say so on the call and point you somewhere useful.