Every decision.
One operating layer.

The canonical decision architecture for enterprise retail. Every pricing, inventory, planning, and fulfillment action — mapped, governed, and measured.

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The operating layer for retail decisions.

From business context to governed action to measured outcome.

6 LAYERS39 CAPABILITIESILLUSTRATIVE
OUTCOME LEARNING
Measure ImpactActual vs expected
Compare ResultsPerformance delta
Improve Next DecisionContinuous loop
CONTROLLED ACTIONS
Price UpdatePrepared action
ReorderPrepared action
MarkdownPrepared action
TransferCross-store
Demand SuppressionAd / Promo
GOVERNANCE & REVIEW
Simulation PreviewSafe dry-run
Approval PathHuman review
Evidence TrailDecision trace
Policy ControlsBusiness rules
RETAIL DECISION LAYER
PricingCommercial
MarkdownCommercial
Profit LeakageCommercial
PromotionCommercial
ReplenishmentInventory
AllocationInventory
TransfersInventory
FulfillmentInventory
Returns / RTOInventory
Demand IntelligencePlanning
Financial PlanningPlanning
AssortmentPlanning
Buying / POPlanning
Vendor & SupplierExternal
Retail MediaExternal
BUSINESS CONTEXT LAYER
ConnectData ingestion
StandardizeNormalize inputs
Resolve ContextMatch entities
Add Business ContextContextual data
Check ReadinessQuality review
CONNECTED SYSTEMS
ERPEnterprise
WMSWarehouse
POSTransactions
OMSOrders
CommerceDigital
SupplierPartners
External ContextMarket data
ILLUSTRATIVE OPERATING VIEW·SYNTHETIC DATA SHOWN
Context → Decision → Governance → Action → Outcome·Private walkthrough available

One OS for the
full retail operating loop.

Auctorian connects commercial margin, inventory flow, planning, fulfillment, suppliers, returns, and demand-creation decisions into one governed retail decision layer.

DECISION_CONSTELLATION

Canonical Retail OS Ecosystem

4 DOMAINS14 CARTRIDGES
COMMERCIAL MARGININVENTORY FLOWPLANNING & COMMITMENTEXTERNAL LEVERSAUCT_OSPricingMarkdownPromotionReplenishAllocationTransfersFulfill/ATPReturnsDemand IntelMFP/FinanceAssortmentBuying/POVendor/SuppPaid Media

Decision Domains

INSPECTOR
Click any cartridge on the map or list to inspect its decision telemetry.

Every domain. One operating layer.

Retail decisions span four operating domains. Auctorian governs them all through a single lifecycle.

OPERATING_DOMAIN

Commercial Margin

Decisions optimizing primary profit centers across price, promotion, and margin recovery.

CAPABILITIES
PricingMarkdownPromotionProfit Leakage
OPERATING_DOMAIN

Inventory Flow

Coordinating physical logistics — allocation, replenishment, transfers, fulfillment, and returns.

CAPABILITIES
ReplenishmentAllocationTransfersFulfillmentReturns
OPERATING_DOMAIN

Planning & Commitment

Bridging corporate planning with localized demand signals — assortment, buying, and financial planning.

CAPABILITIES
Demand IntelligenceMFPAssortmentBuying / PO
OPERATING_DOMAIN

External Levers

Orchestrating supplier relationships and demand-creation channels.

CAPABILITIES
Vendor & SupplierPaid Demand / Media
01

Commercial Margin

Optimizing top-line yield through dynamic elasticity, markdowns, and margin recovery.

Profit Leakage

NATIVE

Scan downstream nodes to find silent revenue and margin erosion in real time.

$2.4M identified margin lift

Pricing

NATIVE

Identify pricing opportunities by analyzing competitive positioning, local demand, and inventory levels.

Continuous optimization

Markdown

NATIVE

Optimize clearance timing and depth to maximize recovery while clearing seasonal and excess inventory.

+2.8% clearance yield

Promotion

EXPANDING

Select optimal promotional channels and mechanics based on expected impact and efficiency.

Real-time efficacy analysis
02

Inventory Flow

Synchronizing physical logistics, cross-store movement, and return cycles.

Replenishment

NATIVE

Calculate optimal reorder points matching regional demand patterns and vendor schedules.

99.8% in-stock target

Allocation

NATIVE

Distribute inventory dynamically based on localized demand signals and store clusters.

-12d lead-time decrease

Transfers

DESIGNED

Rebalance stock across stores to resolve regional inventory imbalances.

Peer-to-peer transit

Fulfillment / ATP

DESIGNED

Network-wide available-to-promise allocation for omnichannel fulfillment.

Real-time capacity

Returns / RTO

FUTURE

Reverse-logistics recovery optimization and return rate controls.

Return yield optimization
03

Planning & Commitment

Aligning long-term corporate goals with actual localized velocities.

Demand Intelligence

EXPANDING

Demand planning incorporating local signals, trends, and external factors.

Local forecast indices

Financial Planning

DESIGNED

Align financial constraints with dynamic buying pipelines and category budgets.

Cross-decision validation

Assortment

DESIGNED

Optimize product mix by store cluster to maximize sell-through performance.

Catalog optimization

Buying / PO

DESIGNED

Enforce open-to-buy rules with dynamic volume limits and commitment tracking.

Committed flow bounds
04

External Levers

Managing external variables: supply chain compliance and catalog ads.

Vendor & Supplier

DESIGNED

Continuous SLA monitoring, dispute tracking, and supplier performance rating.

SLA verification

Retail Media

FUTURE

Align ad spend with local stock availability to prevent promoting out-of-stock products.

Auto suppressions

The full map.

Explore every decision domain in a private demo.

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