INDUSTRIES / RETAIL
AI agents that keep the forecast, the price, and the shelf in step.
Powerede builds AI agents for retailers that take on the constant rebalancing behind demand planning, pricing, and inventory. Powerede does not hand the system over and walk away. Powerede keeps it accurate, keeps the costs in check, and stays on call once it is live.
INFRASTRUCTURE AZURE
DATA AND AI (AZURE)
DIGITAL AND APP INNOVATION
Less time spent on manual work at a multi-location retailer, after Powerede agents took over reorder flagging and exception handling across stores.

The forecast, the price, and the stock are managed in three places that never quite agree.
Demand shifts, a promotion lands, a supplier slips, and by the time each team reacts, the shelf is either empty or marked down. The signals are all there, spread across point of sale, the planning tool, and a stack of spreadsheets, and nobody can act on them fast enough.
By the time we see the demand shift in the numbers, we have already lost the sale or we are already discounting to clear the overstock. We are always a week behind our own data.
VP of Merchandising at a multi-region retailer
Three ways AI agents protect margin without adding headcount.
These are the places Powerede sees the fastest payback in retail. Agents watch the signals and handle the routine rebalancing so your planners and buyers spend their time on the calls that need judgment. Powerede sets the targets with you during Discover and reports on them every month.
Demand Planning
Catch a demand shift while you can still act on it
Agents watch point-of-sale trends, weather, and promotion calendars, update the forecast as signals move, and flag the planner when something needs a decision. The reaction happens in hours instead of next week.
- Forecasts updated as the signals move rather than on a weekly cycle
- Planners flagged early, while there is still time to act
- Fewer stockouts and fewer surprise overstocks
Pricing and Markdown
Time the markdown so you clear stock without giving away margin
Agents track sell-through against the plan, spot the items heading for a forced clearance, and recommend the price move early enough to protect margin. Every recommendation shows the reasoning so a buyer can stand behind it.
- Slow movers caught before they need a deep discount
- Markdown timing recommended with the reasoning attached
- Margin protected across the whole season rather than only at the end
Inventory and Replenishment
Keep the right stock in the right store on its own
Agents balance stock across stores and the warehouse against live demand, raise replenishment before a shelf runs dry, and flag the slow movers for transfer. The rebalancing that used to be a Monday spreadsheet runs continuously.
- Replenishment raised before a shelf goes empty
- Stock moved to where demand actually is
- Less capital tied up in the wrong location
Here is one that shipped.
A retailer with locations across several regions ran replenishment off a weekly spreadsheet. Buyers flagged reorders by hand, exceptions slipped through, and stores ran out of fast movers while slow stock piled up elsewhere.
Live
Powerede engagement
35%
Less time on manual work
Fewer
Stockouts on fast movers
HOW POWEREDE HELPS
Four pillars, put to work across your stores.
Powerede delivers every project through the same four pillars. What changes from one industry to the next is what each pillar actually does. Here is what they look like in retail.
AI Multi Agents
Agents that handle demand, pricing, and inventory together
Each agent owns one area and passes work to the others. A demand agent sees a shift, hands it to the inventory agent to rebalance and the pricing agent to check margin. Built on Microsoft Agent Framework and Azure AI Foundry.
Each agent acts only inside the limits that Powerede helps you set up
Anything that changes a customer-facing price waits for a person to approve
Promotions and firm buys held as fixed points the agent works around
Every recommendation logged with the data behind it
AI-Infused Applications
Screens buyers and planners will actually use
A recommendation with no reasoning gets ignored. Powerede builds the screens where an agent's call arrives with the sell-through, the trend, and the margin attached, so a buyer can act on it with confidence.
Recommendations shown with sell-through, trend, and margin
Built into the planning and merchandising tools you already use
Overrides recorded against the person who made them
Power Apps where it fits, or .NET, TypeScript, and React where it does not
Microsoft Fabric Data Services
One current view across point of sale, inventory, and suppliers
An agent is only as good as the data behind it. Powerede builds the Fabric foundation that brings point of sale, inventory, and supplier data into one governed view, updated in near real time rather than overnight.
One current view across sales, stock, and supply
Near real-time sales data instead of overnight batches
Search across products, seasons, and past promotions
A warning when a feed goes stale before an agent uses it
Managed AI Services
Powerede stays on after go-live
Most of the risk starts the day the system goes live, which is the day a lot of vendors leave. Pillar 04 is the retainer that keeps the system honest at month six and month twelve.
Accuracy checked against the targets set during Design
Forecasts and costs watched through peak seasons and promotions
Connections kept working when your POS or planning tools change
A named contact and agreed response times when something breaks
HOW POWEREDE HELPS
Four pillars, put to work across your stores.
Powerede delivers every project through the same four pillars. What changes from one industry to the next is what each pillar actually does. Here is what they look like in retail.
AI Multi Agents
Agents that handle demand, pricing, and inventory together
Each agent owns one area and passes work to the others. A demand agent sees a shift, hands it to the inventory agent to rebalance and the pricing agent to check margin. Built on Microsoft Agent Framework and Azure AI Foundry.
Each agent acts only inside the limits that Powerede helps you set up
Anything that changes a customer-facing price waits for a person to approve
Promotions and firm buys held as fixed points the agent works around
Every recommendation logged with the data behind it
From first call to live system in five steps.
Powerede runs the same five steps on every project. The same team stays with you from the first call through to running the system.
Walk through how your demand, pricing, and inventory run today
Check what your Microsoft setup can already do
Pick the jobs with the best payback first
Agree what success looks like before scope is set
Set what each agent is allowed to do
Plan how it connects to POS, planning, and supplier systems
Agree the numbers you will track and how often
Write down the risks and how to handle them
Build to the plan you signed off on
Test the messy cases: promotions, returns, seasonal spikes
Security review before anything ships
Write docs so your team can run it themselves
Start in watch-only mode so the team can check it
Turn on the agents one area at a time
Train the buyers and planners who will use it
Dashboards and alerts on from day one
Keep an eye on forecast accuracy and cost
Update connections when your POS or planning tools change
Answer incidents inside agreed times
Keep audit records current between exams
Walk through how your demand, pricing, and inventory run today
Check what your Microsoft setup can already do
Pick the jobs with the best payback first
Agree what success looks like before scope is set
COMMON QUESTIONS
What retailers ask first.
These are the questions we hear most often in first conversations. If yours is not listed here, it takes about 20 minutes to answer it directly, no pitch deck required.
Bring last season’s forecast, the markdown report, and the stockout list.
A Discovery Session is complimentary, with nothing to sign. Powerede walks your demand, pricing, and inventory work, finds the best place to start, and tells you straight whether Powerede is the right fit.