Knowledge Graph

An AI agent that actually knows your brand.

Flyweight continuously connects the knowledge across your Shopify store: products, variants, collections, content, policies, orders, customer context, and connected systems. This creates a structured commerce knowledge graph the AI can use to understand relationships, not just search isolated pages or repeat generic answers.

Grounded in your store data. GDPR & AI-Act compliant.

You’ve already built the perfect source for your AI

Your products, content, specifications, policies, and years of business knowledge are already inside your Shopify store. Flyweight connects this knowledge in a Commerce Knowledge Graph, giving your AI Agent the context it needs to sell, support, and take action like a true member of your team.

From your store

ProductsPagesBlogsArticlesFAQsStructureOrder informationStockMetafield (Flyweight)MarketplacesPoliciesLanguages
Commerce Knowledge Graph
Shopify Store

Shopify Store

All public store data. More sources possible — Zendesk, content metafields, file uploads.

Products
Pages
FAQ
Articles
Policies
Shipping
Flyweight AI Knowledge Graph

Flyweight AI Knowledge Graph

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Customer Chat

Customer Chat

Instant, accurate answers based on your store data.

Why this matters

Because the agent understands how the business fits together, it can do the things generic search cannot.

Smarter recommendations

Recommend products based on real attributes and customer needs.

Clear comparisons

Explain differences between products and variants.

Accurate policies

Apply store-specific policies accurately.

Context-aware support

Use order and customer context during support conversations.

Safe actions

Understand whether an action is allowed before executing it.

Connected workflows

Pass structured context into connected workflows and systems.

How it works

From raw store content to an agent that reasons over relationships.

1

Connect your sources

Products, variants, collections, content, policies, orders and connected systems sync in continuously.

2

Structure into a graph

Flyweight turns them into a structured commerce knowledge graph and keeps the relationships intact.

3

The agent reasons over relationships

It understands how products, policies and orders fit together, not just isolated pages.

4

Check what is allowed

Before acting, the agent checks the request against your store and customer context.

5

Pass context into workflows

Structured context flows into your connected tools so the next step runs cleanly.

Grounded in your real store data

Grounding answers in your actual store content reduces hallucinations and drives higher accuracy. The agent stays close to what your store really says, uses live order and customer context where it helps, and hands off to your team when a case calls for it. Built to stay reliable, GDPR and AI-Act compliant.

Where the Knowledge Graph runs

The same grounded knowledge powers both sides of the agent.

AI Sales & Support

Recommends the right products and resolves everyday questions, grounded in your store knowledge and live order context.

Explore AI Sales & Support

AI Process Automation

Completes approved actions across Shopify and your connected tools, checked against store context first.

Explore AI Process Automation

Put your store knowledge to work

See what a grounded AI agent can do with everything your store already knows.