Supply chain and demand chain. Governed by design.
In Better Data, Inventory & Operations is where you run the business; Commerce Chain packages the open models and loops behind that work. Typed domain models, canonical loop definitions, and adapters for ERP, WMS, and commerce platforms — composed with Gateway, Registry, Loop Engine, and Signal Tags as layers, not interchangeable SKUs.
Commerce Chain provides the shared operational reality behind Commerce Chain Optimization — the same contracts and loops composed into Better Data's hosted platform.
Enterprise operations run on spreadsheets and tribal knowledge.
Before
- Procurement decisions in email threads.
- Demand forecasting in spreadsheets without auditability.
- AI recommendations without runtime governance.
- Compliance as periodic manual reporting.
- Siloed SCM and DCM with no shared state.
After
- Governed loops with actor attribution.
- AI as a structured actor with hard guardrails.
- Approval policy enforced at transition boundaries.
- Operational events that are auditable by design.
- Unified SCM and DCM operational backbone.
The Five Pillars of Commerce Chain Optimization
A complete operational framework - from signal to improvement.
SENSE
Detect demand signals, supply events, and market changes before they become problems.
OSS: DemandSignal types, SupplyEvent schema
DECIDE
Generate governed recommendations with confidence-scored, evidence-backed AI actors.
OSS: RecommendationSpec, decision loop definitions
EXECUTE
Carry out approved decisions through ERP, WMS, and 3PL interfaces.
OSS: Execution loop definitions, adapter interfaces
GOVERN
Enforce policy at runtime. Every transition attributable and auditable.
OSS: Loop Engine integration, guard definitions
IMPROVE
Capture outcomes and continuously improve future recommendations.
OSS: Learning signal schema, outcome metric types
Supply Chain (SCM)
- Procurement - governed PO approval with AI analysis.
- Fulfillment - reservation, pick, pack, ship execution loops.
- Inventory - stock reconciliation, reservation, lot controls.
- Quality - hold, assessment, and resolution loops.
Demand Chain (DCM)
- Demand sensing - event ingestion and evaluation loops.
- Order management - allocation and shipping coordination.
- Returns - RMA, condition handling, credit closure loops.
Purpose-built for regulated industries
Industry Packs extend core loops with domain guard policies and compliance event types.
Healthcare
UDI traceability, recall workflows, regulated device operations.
Industry PackPharmaceutical
DSCSA-aligned serialization, cold chain, controlled substances.
Industry PackRetail
Omnichannel fulfillment, returns, and demand volatility.
Industry PackManufacturing
Production scheduling, quality loops, materials planning.
Industry PackFood & Beverage
FSMA readiness, traceability, and contamination response.
Industry PackConstruction
Materials compliance, certification trace, project logistics.
Layered stack — not a flat catalog of products
Commerce Chain centers on Inventory & Operations. Protocol surfaces (Commerce Gateway + Commerce Registry), governance (Loop Engine + Signal Tags), and demos sit in clear layers on the Better Data platform.
Commerce Registry
Native discovery and identity for gateways — configured in-product, with open protocol docs for OSS.
Commerce Gateway
LLM-accessible commerce execution for AI actors in chain loops.
Loop Engine
Control layer: guards, policy, and audit on transitions — not a standalone automation product.
Signal Tags
Physical-product signals that feed verification and compliance loops.
OSS (Apache-2.0)
- Domain types and loop definitions
- Module interfaces and adapter contracts
- Industry Pack schemas
- Loop Engine runtime integration
Better Data CCO Platform
- AI demand intelligence and anomaly detection
- Industry Pack implementations
- Multi-tenant hosted execution
- Compliance reporting