The challenge
What organisations face
Spreadsheet-based planning cannot keep pace with promotions, weather, seasonality and shifting channel mix. Retailers carry excess stock in some locations while running out in others, tying up working capital, forcing late markdowns and disappointing customers. Planners lack trusted, granular forecasts to act on.
The solution
What VulcanTech engineers
VulcanTech would engineer a forecasting platform that combines sales history, promotions, pricing, calendar and external signals in a governed data pipeline, training hierarchical models at SKU-location level. Forecasts feed replenishment and allocation recommendations within the planning or ERP system. Planner overrides are captured and measured, and accuracy dashboards show where models need attention.
Expected outcomes
What changes for the business
- Better stock positioning across stores and fulfilment centres
- Fewer late markdowns and missed sales
- Planners working from trusted, granular forecasts
Capabilities
Service lines involved
- Predictive & Prescriptive AnalyticsForecasts, risk scores and prioritised actions delivered where operational decisions are made.
- Machine Learning EngineeringCustom models trained on your data and proven against a defined baseline before release.
- Enterprise Systems EngineeringSystems of record for CRM, HR, licensing and operations, governed by your roles and controls.
Retail & E-commerce
Related use cases
- Conversational shopping assistantsAI shopping assistants grounded in live catalogue, stock and policy data that guide customers from question to checkout.
- Higher-intent product discovery for complex queries
- Answers grounded in live catalogue and stock
- Composable commerce re-platformingPhased migration from a monolithic commerce suite to a composable architecture of headless front ends, APIs and best-fit services.
- Faster storefront performance on mobile
- Independent releases without platform-wide code freezes
- Generative product content at scaleA governed generative AI workflow that produces on-brand product descriptions, attributes and translations from supplier data and imagery.
- Products live sooner with complete, consistent content
- Richer attributes improving search and filtering
Free discovery session
Explore demand forecasting and replenishment for your organisation
Tell us what you're building. You'll hear back from an engineer, not an inbox.
- 1We reply within one business day to set up a 30-minute call.
- 2A senior engineer — not a salesperson — walks through your problem.
- 3You get a scoped proposal with timeline and cost. No obligation.
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