Retail

Retail & e-commerce.

04 / RETAIL & E-COMMERCE

Retail & E-commerce

SKU-level forecasting, real-time recommendation, return-fraud detection, in-aisle vision and dynamic pricing — wired into your OMS, CDP and ad accounts.

What we hear from heads of commerce

Out-of-stock on the wrong SKUs every Black Friday.
Recommendation engine recommends what the customer just bought.
Return fraud is 4% of revenue; manual review can't keep up.
Pricing is updated weekly; competitors update hourly.

Use cases we've shipped

SKU-level demand forecast
−31% stockouts
Hierarchical time-series with promo & weather covariates.
Real-time recommendation
+18% AOV
Two-tower retrieval + cross-encoder rerank on-edge.
Return-fraud detection
−63% fraud loss
Behavioural graph + photo verification, with appeal flow.
Dynamic pricing
+4.2% margin
Competitor scrape + elasticity model, guardrails per category.
Visual search
+27% conversion
Multi-modal embeddings against your catalogue.
In-aisle shrink vision
−22% shrink
On-camera anomaly detection, store-manager dashboard.

Vocabulary we ship in

SKUGMVAOVCAC/LTVOMSCDPESLPOS
Don't see yours?

Manufacturing, logistics, insurance, energy.
We've shipped there too.

If your industry has a vocabulary, a regulator and data that doesn't fit a generic SaaS — there's probably a Neurapses-shaped engagement for you.