AI / Machine Learning / nn-09
Demand Forecast Graph Neural Network
Converts enterprise data into faster decisions, measurable quality gains, and defensible automation.
Commercial Scale
$34,100 USD
Risk Reduced
Automation Reliability
Executive Situation
Retail planning needed forecasts that captured dependency between stores, warehouses, regional promotions, and substitution products.
Modular Solutions Response
We modeled locations and SKUs as a graph, passing demand signals through message-passing layers and seasonal covariates. The forecast service outputs store-level demand bands with scenario toggles for promotions and supplier delay assumptions.
Industry
Manufacturing
Category
Neural Networks & Deep Learning
Specialty
Production
Evidence Basis
Model + MLOps
parameters
37M GNN forecaster
latency
240ms regional batch
training
91 GPU hours
loss
L = MAE + 0.3 pinball(τ)
Enterprise Security Gate
Network Access Restricted.
Detailed files, client-specific assumptions, and delivery channels remain controlled.