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Commerce Chain Optimization

Run supply and demand as governed loops.

Better Data is the governed operational platform for forecasting, inventory, fulfillment, allocation, and AI-driven commerce chain execution.

Hosted commerce chain execution. Open operational infrastructure underneath.

Developers: build with open infrastructure
ForecastingInventoryAllocationFulfillmentOperational AIGovernance
How it works ↓

Commerce operations outgrew manual systems

Commerce operations have outgrown manual coordination, disconnected systems, and reactive decision-making. Multiple channels, fulfillment nodes, and volatile demand fragment inventory state—while planners still stitch answers together from tools that were never designed to run as one operational system.

  • ?Where should inventory move next?
  • ?Which products are at risk before revenue is lost?
  • ?Why is working capital trapped in the wrong location?

“Most teams still answer these questions with fragmented data, manual coordination, and disconnected planning tools. That works until demand shifts, inventory fragments, and execution slows down.”

Stockouts leak revenue.
Overstock traps cash.
Manual coordination slows every decision.

One system for forecasting, allocation, and execution

Replace fragmented tools with operational infrastructure: unified state, policy-driven allocation, and governed execution across forecasting, inventory, and fulfillment.

Unified operational state

Know what is available, reserved, inbound, and constrained across every channel and location.

Policy-driven allocation

Encode channel priorities, service commitments, and inventory rules so decisions stay consistent.

Predictive operational control

Detect stockout, overstock, and forecast deviation risks before they become fire drills.

How it works

How governed operational loops run

Sense signals, decide with policy, execute with control, govern with evidence—then improve from outcomes.

Sense

Forecast demand and detect signals

Unify operational and channel signals so planning starts from what is actually happening.

Decide

Apply policies and allocation rules

Encode how inventory should move as policy—before teams chase exceptions in ad hoc channels.

Execute

Move inventory, fulfill orders, trigger actions

Turn decisions into work—transfers, POs, allocations—without losing context.

Govern

Track outcomes, enforce controls, audit decisions

Evidence and controls stay attached, so operations stay explainable and compliant.

Improve

Learn from results and refine policies

Close the loop: measure accuracy, drift, and performance so policies get sharper over time.

Sense

Know what's coming—at every location, for every product

  • Automatic model selection picks the best approach per SKU
  • Cold start forecasting for new products using category curves
  • Accuracy dashboards show MAPE, bias, and drift tracking
  • Location-level forecasts by warehouse, not just aggregate

No PhD required. The system picks the right model and tells you when it's wrong.

[ sense_pVisual ]
Decide

Your rules, enforced automatically

  • Channel priority tiers: DTC, Marketplace, Wholesale
  • Preemption rules: high-priority pull from lower-tier
  • Minimum ATP thresholds: protect high-margin channels
  • Allocation weights: split inventory the way your business works

Stop relitigating allocation decisions every week. Set the policy once, let the system enforce it.

[ decide_pVisual ]
Execute

Inventory visibility that accounts for reality

  • ATP (Available to Promise) reflects reservations and inbound
  • Channel and location-aware availability
  • Snapshot history: track availability changes over time

"What do we have?" finally has a real answer.

[ execute_pVisual ]
Govern

Alerts and recommendations—not just dashboards

  • Stockout risk detection before you're out
  • Forecast deviation alerts when actuals diverge from plan
  • Transfer recommendations between nodes with rationale and audit context
  • Audit trails for every decision and change

The system tells you what's wrong and what to do about it. You decide whether to act.

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Platform roadmap

We ship continuously

We build alongside operators managing real-world commerce systems—shipping improvements on a steady cadence, not vaporware roadmaps.

Promotion & Event-Aware Forecasting

Wire marketing calendars directly into demand models.

Scenario Planning

Compare baseline forecasts against what-if scenarios.

Wholesale Bookings

Use committed orders as high-fidelity demand signals.

Push Alerts

Warnings delivered to email, Slack, or webhook.

One-Click Transfers

Execute moves directly from recommendations.

Want to shape what comes next?

Talk to us

Built for commerce chain operations

Head of Ops / COO

Operational control across the commerce chain.

See risks, policies, recommendations, and outcomes in one governed system — without rebuilding dashboards every quarter.

Inventory Planner

Planning without manual coordination overhead.

Forecast demand, allocate inventory, and manage replenishment with policy-driven recommendations while staying in control.

RevOps / Data / Engineering

Clean integration surfaces for operational systems.

API-first infrastructure, consistent data models, and audit-ready operational records designed to fit modern commerce stacks.

Connect operational data and execution paths without turning every change into a bespoke integration project.

Commerce Chain Optimization on open infrastructure

The hosted product is Commerce Chain Optimization. It runs on Loop Engine and Commerce Gateway—open infrastructure you can adopt independently, and that also powers governed decision control in production.

Commerce Chain Optimization

Policies, approvals, audit trails, and channel execution in one hosted workspace—not a loose bundle of tools you wire together yourself.

Explore Commerce Chain Optimization →

Open infrastructure

Loop Engine

Operational decision control for humans and agents: governed transitions, policy gates, and operational evidence on every step. Apache-2.0, patent-safe.

Loop Engine overview →loopengine.io — technical documentation →

Open infrastructure

Commerce Gateway

One tool schema for every LLM and commerce platform. Self-host or use Better Data hosted. Apache 2.0 licensed.

Commerce Gateway overview →commercegateway.io — runtime documentation →

Signal Tags, Commerce Chain OSS, and the full project directory—run independently or power Commerce Chain Optimization in production.

Open operational infrastructure →

Why governed operational systems outperform reactive tooling

Traditional inventory tools show state. Better Data helps teams run execution with policy, prediction, and proof.

FeatureMost ToolsBetter Data
Operational intelligenceDashboards showing what happened
Alerts and recommendations on what to do next
Forecasting granularityCompany-wide or aggregate forecasts
Location-level accuracy, bias, and drift tracking
Allocation controlManual channel allocation
Policy engine with tiers, preemption, and constraints
Inventory availabilityPoint-in-time inventory counts
ATP with reservations, inbound inventory, and snapshots
Governance & explainabilityBlack-box automation
Explainable decisions with evidence and audit trails

Built for teams managing real inventory complexity

“We moved from weekly allocation meetings to policies that run between channels—with clear audit trails when exceptions need a human decision.”
Head of Supply ChainPremium Retail Brand

Ready to run commerce chain operations
as governed systems?

See how Better Data fits your channels, inventory footprint, and fulfillment model—and what forecasting, allocation, and execution controls look like on the platform today.

30-min setup
Integrates with Shopify/NetSuite
Free accuracy audit