Infrastructure roadmap
Fresh Margin is a margin-control software layer today. The roadmap below shows where the product may expand after workflow economics are proven. Nothing beyond the current product is guaranteed or committed.
Product phases
Fresh Margin Cells are a roadmap thesis, not a deployed product. No facilities are claimed today. No committed dates.
Hardware concepts
Long-term hardware concepts are research candidates only. None are deployed. They are designed to make local fulfillment environments easier to run with visible economics.
Station-level screen showing batch priority, aisle path, and exception flags.
Mobile surface for substitution approvals, zone checks, and handoff confirmation.
Scan-to-confirm pick, pack, and dispatch stages with margin-aware alerts.
Order staging screen showing temperature band, route, and dispatch window.
Kitchen display tied to demand forecast, production lots, and margin guardrails.
Prompts for pack type, route duration, and temperature compliance.
Fresh Margin does not currently claim deployed hardware, owned facilities, or live fulfillment centers. Hardware concepts are roadmap candidates for future software-defined local fulfillment infrastructure after workflow economics are validated.
Every deployment Fresh Margin builds today shapes the data model, workflow assumptions, and decision framework that future hardware and automation will use. The basket economics model, leakage taxonomy, and substitution ladder are the foundation of everything on this roadmap.
Operators who participate in early deployments help define the standards that hardware pilots and automation layers will adopt. Operator data is shared only with explicit consent and is never used to train general models.
Request Product Access
Start with the current product