E-commerce
becomes a
conversation.

Describe what you're looking for. Lapponica creates complete outfits, adapts to you, and lets you refine every detail.

I'm looking for a full summer outfit.

Powered by a built-in, customized graph database based on NVIDIA cuGraph. How it works

A shopper chats; Lapponica builds the outfit

  1. Shopper: I'm looking for a full summer outfit.
  2. Lapponica: Welcome back, Bob. Is red still a favorite? What occasion and budget should I plan for? Options: Casual, Beach, City, Travel, Date, Office; budget Any, Under $200, $200–400, $400+; preferred colors.
  3. Shopper: Something casual and stylish.
  4. Lapponica: Here are three complete outfits for a casual summer look. Set A Modern Minimal $198, Set B Urban Explorer $257, Set C Coastal Relaxed $312, each based on your style, the season and available promotions.
  5. Shopper: Could you show me some pants that go well with the bag in Set B?
  6. Lapponica: Here are three pants options that match your selected bag: Relaxed Cargo $74, Wide Leg $82 and Straight Fit $68. I'll keep the bag fixed. The shopper picks Relaxed Cargo and updates Set B.
  7. The shopper opens the Linen Shirt: $79, 4.6 stars from 128 reviews, sizes S to XL, in red, cream, navy and black.
  8. Lapponica: This set qualifies for a 15% bundle discount. Here are a few matching accessories you might like: a leather belt, a steel watch and a cotton cap. The shopper adds the belt.
  9. Set B updates live: seven items, a subtotal of $346, 15% off applied for $52, a total of $294. Added to cart: 7 items, $294. Continue to checkout; the purchase is completed on the merchant's store.

How it feels to work with
Lapponica.

Ask in your own words and see outfits ranked by fit. Change one piece and the rest stays put, or ask for more like the one you love.

Lapponica

What are you shopping for?

Describe it in your own words. Lapponica builds complete outfits from this store's catalog.

Demo with a sample catalog. Prices, offers and replies are illustrative.

For merchants

Integrate in three steps.

Lapponica reads your catalog, builds a graph around it, then answers shoppers on top.

Scan your product database

Connect the place your catalog already lives.

Reading from Shopify

  • Linen camp shirtShirts
  • Cargo pantsTrousers
  • Leather crossbody bagBags
  • White sneakersFootwear
  • Woven leather beltAccessories

Data read

  • Products
  • Variants
  • Inventory
  • Prices
  • Metadata

Create the Lapponica graph database

A product graph tailored to your catalog. Pick a prompt, then hover or tap a node to trace its links.

Run Lapponica AI on top

The graph answers the shopper. The cart fills.

Lapponica

Cart is empty

  • Works with your stack

    Shopify, Magento, BigCommerce, feeds and custom APIs.

  • Fast, low-lift setup

    Connect a source, review the graph, go live.

  • Measurable results

    Track engagement, conversion and revenue lift.

Built on cuGraph's GPU algorithms: PageRank, shortest path, traversal, community detection, similarity and more.

Your style.
Understood.

Real products. Personal combinations. A shopping experience that adapts to you.

Contact us →