Dataleo Labs · Experimentation grounds

Explore. Build. Demonstrate.

Prototypes, demonstrators, research and concepts around new Supply Chain decision systems.

KIIWII · DECISION COCKPITMake demand respond to supplySUPPLYCapacity ▓▓▓▓▓░░Inventory ▓▓▓░░░░DEMANDForecast ▓▓▓▓▓▓░Promo ▓▓░░░░░DECISION ENGINE↺ Bidirectionalcontrol loop
DemonstratorPrototype

KiiWii

Make demand respond to supply.

KiiWii is a Dataleo Labs demonstrator exploring bidirectional Supply-Demand control - a decision system where demand plans continuously adjust to real supply capacity rather than the other way around. It combines constraint-aware optimisation with human-in-the-loop review to reshape how allocation, promotion and forecasting decisions interact across S&OP cycles.

DemandSupplyBidirectional Control
FORECAST CHALLENGE · BENCHMARKCan AI beat your forecast?AI model - MAPE 8.2%Planner - MAPE 12.7%Actual demandW1W52
ExperimentLive

Forecast Challenge

Can AI beat your forecast?

Forecast Challenge is a Dataleo Labs experiment that pits AI and ML models against traditional planning forecasts on real-world Supply Chain datasets. It surfaces where machine learning genuinely improves decision quality - and where the human planner still wins. A structured, benchmarked answer to the 'AI forecast' hype cycle.

ForecastingMLBenchmark
DECISION GOVERNANCE · FRAMEWORKGovern the decision, not the toolRIGHTSOwnerApproversEscalationDATALineageQualitySignalsMODELAssumptionsValidationAuditabilityHUMAN LOOPOverrideExplainabilityTrace
ResearchResearch

Decision Governance

Govern the decision, not only the tool.

A Dataleo Labs research initiative on how to govern the full Supply Chain decision system - decision rights, data lineage, model assumptions, human intervention points, auditability. Explores frameworks Dataleo applies across APS, Decision Apps and AI-built tools.

Decision GovernanceAuditabilityHuman-in-the-loop
BSDC · CLOSED-LOOP CONTROLOne control loop across demand & supply01PLAN02DEMAND03SUPPLY04EXECUTE05SENSE06LEARN↺
ConceptConcept

Bidirectional Supply-Demand Control

One control loop across demand and supply.

A Dataleo Labs concept for unifying demand shaping, supply planning and capacity allocation inside a single closed-loop control system. Aims to replace the sequential 'demand → supply' waterfall with a continuous, constraint-aware decision layer sitting between APS/ERP and the business.

Supply ChainOptimisationClosed Loop