The Intelligence Layer

The Product Knowledge Graph PoweringConversational Commerce

Shopmata maintains a live retail knowledge graph that connects products, variants, inventory, customers, marketplaces, and transactions — giving AI the context it needs to sell intelligently, instead of guessing.

Why most retail AI fails

  • — Most chatbots only search text. They don't know your inventory.
  • — They can't reason across products, variants, or substitutions.
  • — They invent answers when the data isn't structured.
  • — Their recommendations are generic — disconnected from what's actually in your store, on which channel, at what price, in what variant.

Shopmata is structurally different. Every product, variant, gemstone, metal, certification, collection, customer interaction, and marketplace listing is a node in one live graph. The AI reasons over that graph the way an experienced associate reasons over their floor.

What the AI can do because the graph exists

Smart recommendations

"You liked the oval — here's the cushion in the same color grade." The AI reasons across cut, carat, color, clarity, and price — not bag-of-words.

Intelligent substitutions

Out of the requested SKU? The AI proposes the next-best match using actual product relationships, not random fallbacks.

Bundle suggestions

Earrings + necklace + bracelet that share a collection or design language — chosen from your actual catalog.

Contextual upselling

Knows when an insurance quote, a warranty, or a payment plan is the right add-on — and asks naturally.

Conversational search

"Show me a 2ct oval engagement ring under $5k, GIA-certified" works — because every constraint maps to a real graph attribute.

Marketplace-aware selling

Knows what's listed on eBay vs. Etsy vs. your storefront, knows price differences, knows what's already sold elsewhere.

Real-time commerce awareness

The graph isn't a static export. It updates with every sale, every listing change, every inventory movement, every conversation.

  • · Inventory sync across every channel and location
  • · Omnichannel availability — "in the case at Bryn Mawr"
  • · Pricing awareness, including marketplace-specific pricing
  • · Store-level awareness for multi-location retailers
  • · Customer memory across sessions, channels, and surfaces
  • · Marketplace synchronization for orders + listings + messages

AI is only as good as the commerce intelligence behind it.

Ready to see Shopmata AI work on your inventory?

A 15-minute demo on your real catalog beats any deck. Pick a time and we'll wire it up.

© 2026 Shopmata — Conversational Commerce Infrastructure for Modern Retail.