r4 COMMERCIAL · RETAIL · CPG · DISTRIBUTION
Close the gap between demand and supply.
For Consumer, Industrial, and B2B companies, r4 XEM® connects marketing, sales, supply chain, and operations. One demand signal reaches every function at the same time, not through separate planning cycles.
Revenue and margin trade-offs fall between functions, where they get missed. XEM catches them and optimizes them for enterprise value.
You've optimized within silos. Now what?
In commercial operations, the biggest losses rarely happen inside one function. They happen between them.
Trade marketing approves a promotion. Supply chain hears about it after the stock is already placed. Demand shifts in one region, but capacity in another does not move until the chance has passed.
The result is emergency freight, promotional stockouts, and working capital tied up in stock that customers never wanted.
These are coordination failures, not forecasting failures. The forecast was often right. The company just could not act on it as one system in time.
XEM finds yield across your entire enterprise.
Silos hide enterprise value. XEM uncovers it, optimizes it, and turns it into action across the P&L. It does that on the systems you already run.
Revenue
Find revenue that hides between demand, supply, and promotion decisions.
Operating Margin
Win back margin trapped between finance, supply chain, and operations when each one decides alone.
Inventory Turns
Keep stock moving at the right speed. XEM links demand signals to supply decisions before you run out or pile up.
Retention / Loyalty
Customers come back when the product is there and marketing, supply chain, and fulfillment stay in sync.
Cash Flow
Cut the waste that shows up when one team's choice creates costs no one planned for in another.
Capital Efficiency
See where capital goes, stop double spending, and free up what sits idle.
Where Commercial Organizations Lose Yield
Marketing
The demand signals marketing creates rarely reach the rest of the business fast enough to matter. XEM feeds that demand intelligence to sales, supply chain, and operations, so signals turn into coordinated action.
Sales & Distribution
Sales looks at future demand. Distribution looks at today's capacity. XEM aligns both to where demand is really headed.
Supply Chain
A supply chain built for efficiency is not always built for speed. XEM watches demand, supplier risk, and stock. It flags the changes to make before a disruption hits.
Operations
Operations often plans capacity from signals that go stale before the cycle ends. XEM ties asset readiness and resource planning to live demand.
Workforce
XEM builds a predictive digital twin of your workforce. It links people, skills, and demand signals, and matches the right person to the right work as demand shifts.
DecisionOps for Industries
Consumer Products
Product lines keep growing and markets keep getting more local. Capture the added sales in both.
- Hyperlocal Distribution
- New Product Introduction
- Omnichannel Management
- Integrated Business Planning
Retail
Markets split into micro segments and categories grow more complex. Optimize each store and shelf for both.
- Hyperlocal Assortment
- Personalized Loyalty
- Integrated Business Planning
- Inventory Efficiency
- Workforce Development
Hospitality and Travel
Silos blur what you know about guests and travelers. Find those insights and monetize them. Optimize the guest experience, loyalty, reputation, and financial results.
- Guest Yield Management & Development
- Experience Programming
- Predictive Service Management
- Workforce Development
Financial Services
Turn client signals from every silo into new revenue and wider relationships.
- Personalized Cross-sell
- Client Acquisition & Churn Prevention
- Sales and Trading Triggers
- Optimized Branch Network
Energy
Get better results from the systems you have. Coordinate production, pricing, and distribution across the enterprise.
- Predictive Maintenance & Production Planning
- Dynamic Pricing
- Supply Chain Optimization
- Demand Forecasting
Industrial
Industrial operations sprawl. Vast data signals shape demand, product, supply, and channel choices.
- Customer Purchase Potential & Triggers
- Optimal Pricing
- Channel Optimization
- Inventory Optimization
Healthcare
Optimize care delivery through predictive operations, network performance, and population outcomes.
- Patient and Provider Utilization
- Provider & Facilities Network Optimization
- Predictive Scheduling and Staffing
- Population Health Programming
Yield Management is our Heritage
r4 was founded by the team that built Priceline. There, linking demand signals, pricing, inventory, and distribution in real time created a lasting edge in a complex commercial system.
That architecture became the foundation of XEM.
XEM sets a yield baseline before deployment starts. Every gain is measured against a real starting point, not an estimate.
Growth, margin, and productivity gains can be measured from the first operating cycle.
Read the r4 Story →
Frequently asked questions.
r4 Commercial helps retail, consumer packaged goods, and distribution companies close the gap between demand signals and supply chain action. XEM, r4's DecisionOps engine, connects marketing, supply chain, operations, and sales. A demand signal reaches every function in real time, not through separate planning cycles. The result is revenue and margin that used to leak at the boundaries between functions.
The demand-supply coordination gap is the time between when planning spots a demand shift and when supply chain can act on it. Most companies run demand planning on weekly cycles while supply chain plans monthly or quarterly. Supply chain then places stock against assumptions that demand planning has already replaced. That gap is the source of emergency freight, promotional stockouts, and excess working capital.
No. XEM sits above the systems you have and connects to them: ERP, demand planning, trade management, supply chain execution, and procurement platforms. It adds a coordination layer through standard interfaces. What you have already bought for each function stays in place. There is no rip and replace and no migration.
XEM sets a yield baseline before deployment starts. Every gain is then measured against a real starting point, not an estimate. In commercial operations, yield gains are measured at the boundary: demand signals line up across marketing, supply chain, operations, and sales. Growth, margin, and productivity are tracked against that baseline from the first operating cycle.
Demand planning and supply chain software optimize within one function. r4 connects functions. XEM coordinates demand, supply, procurement, and sales as one system. It closes the handoffs between them, and that is where commercial yield leaks. XEM is built on Large Quantitative Models for operating decisions, and it drives coordinated action across functions, not a forecast or a plan inside one of them.
Close the gap between demand and fulfillment.
The margin hiding between your functions can be won back. XEM connects them, closes the gaps, and drives coordinated action. Your existing systems stay in place.
- A map of where margin is leaking between your functions
- The demand-to-supply boundaries with the most yield, and which one to close first
- A path that works with the ERP and planning systems you have
Request a DecisionOps Assessment
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