Retail

Stop chasing demand.
Start seeing it first.

You have the merchandising expertise, the customer data, and the channels. GraphLogic connects them into one living graph, so demand signals reach your decisions before the trend passes, and every result can be traced back to why.

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DEMAND SIGNAL · SPRING KNITWEAR
Signal strengthRising

Search, cart adds, and store sell-through moving together across channels.

Inventory positionUneven

Ahead of plan online, thin in the store network. Rebalance window open.

Connected signals

E-commerce search · trending up
Store sell-through · ahead of plan
Supplier lead time · inside reorder window

Recommendation

Rebalance to stores
Reasoning traced
The problem

You built the channels. They still don't see the same picture.

You've invested in the systems, the data, and the talent. And when a trend shifts, the question is still the same: "How did we miss that?" Three disconnects keep it happening.

The customer picture is fragmented

Your teams see transactions, not journeys. The insight that could turn a browser into a buyer stays hidden across disconnected systems.

Inventory decisions lag reality

Overstocked here, stockout there. The demand signals exist, they're just not connected to your allocation decisions when it matters.

Channels compete, not coordinate

Online and stores run separate playbooks. The seamless experience customers expect requires workarounds your teams shouldn't need.

How it works

From demand signal to shelf, one connected path.

Four capabilities turn fragmented channels into a retail organization that sees demand coming, and can prove why it acted.

01

Connect every demand signal

POS, e-commerce, loyalty, and supply chain data land in one context graph. Customer journeys span online and in-store, and sales performance links directly to the inventory, pricing, and promotion decisions behind it.

Proof: one graph across channels, customers, inventory, and suppliers.
02

Reason about demand, traceably

Your merchandising expertise combined with AI analysis. Forecast demand, optimize assortments, and test pricing scenarios before committing inventory, with reasoning your teams can open up and verify.

Proof: every recommendation carries its full reasoning chain.
03

Act across channels, governed

Insights become allocation, promotion, and pricing moves that all channels execute from the same picture. High-stakes changes stay human-approved; routine rebalancing flows through, so channels coordinate instead of compete.

Proof: governed execution with sign-off where you set the line.
04

Learn every season

What worked, where, and why accumulates in the graph instead of walking out the door. Merchandising knowledge compounds across stores, seasons, and teams, so next spring starts smarter than last spring ended.

Proof: seasonal outcomes feed back into the same connected context.
RETAIL CONTEXT · CONNECTED
SignalsPOS · web · loyalty · supply chain
ContextOne customer and inventory graph
ReasoningDemand forecast · assortment · pricing
ActionAllocation · promotion · fulfillment
MemoryWhat worked, carried into next season

Signals flow down to action; outcomes flow back up as memory. Every layer stays traceable.

What it means for you

The retailer that's always one step ahead.

This isn't about adding another system. It's about becoming the retail organization that can explain why it succeeds, and repeat it.

Customer intent

See intent, not just transactions

Instead of analyzing what happened, you'll understand what customers want next, and have it ready before they ask.

Inventory precision

Right product, right place

Stockouts and overstock become rare. Allocation decisions are grounded in demand signals your teams can actually see.

Omnichannel

Channels that coordinate

Online and stores execute from the same picture, so the seamless experience customers expect stops depending on workarounds.

Provable results

Prove what drives results

When leadership asks "why did that campaign work?", you won't be guessing. You'll show the connected path from action to outcome.

Ready to prove customer value?

See how retail organizations are replacing fragmented channels with connected intelligence they can trace, explain, and trust.

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