Build a real-time digital twin of your operations

As a shipment moves through your network, an operator may need to file a customs clearance, call a trucker, or escalate an exception; they need the consolidated picture in seconds. If the data is even slightly behind, the wrong action gets taken. If a client gets a stale notification, you lose their trust forever.

Materialize lets you define freight entities (loads, legs, stops, events, invoices) as real-time data products that stay continuously up to date across your TMS, WMS, and ERP. Query them on demand, subscribe to changes, or push updates into client ERPs the moment anything moves. Your operators stay in the workflow thread, your client integrations run in real-time, and your AI agents get the same live context to draft quotes or flag at-risk loads.

Your inventory is always moving. The moment you snapshot it, that view drifts further and further from reality. Operator decisions based on stale data lead to costly mistakes. Your team spends hours pulling from multiple databases, exporting to Excel, and reconciling things just to get a unified picture. By the time they can act, the world has changed.

Materialize integrates your inventory sources into live views of SKU positions, allocations, in-transit quantities, and reorder thresholds that update within seconds of any change. Your replenishment systems work against current state. Your partners get trustworthy inventory streams they can build their own decisions on. And your AI agents get accurate stock context without a separate data pipeline.

As a product moves through your production lines, operators need to know which machines are running, what's assigned where, and whether a quality event upstream has already been flagged. If changes on the floor take hours to show up in your systems, bad decisions cascade. Quality issues travel further before anyone catches them, and every minute of unplanned downtime costs more than the last.

Materialize turns plant floor data into live data products representing production runs, machine states, and product assignments that stay up to date as source systems change. Your operators act on what's happening now, not what happened hours ago. Your predictive models run on live data without a separate pipeline to maintain. And new data sources onboard in days instead of months.

Your clients and partners want the status of a shipment, the availability of a SKU, and the state of an invoice in their own systems, not in a portal they have to check.

With Materialize, the same real-time views powering your internal systems feed outbound integrations to client ERPs, partner APIs, and notification systems. Define the logic once in SQL and push trustworthy updates to downstream systems as things change. No separate caching layer, no reconciliation jobs.