MVP Development for Logistics & Supply Chain

The question that shapes everything is what this version must prove. Demand, willingness to pay, operational feasibility. Each implies a different smallest build, and answering it prevents most of the waste.

In logistics & supply chain, your data depends on partners whose systems you do not control. That single fact reshapes how mvp development has to be built here, the guardrails, the approval points and the evidence trail are design inputs rather than things bolted on before go-live.

The workload we are most often asked to take on first is route and load planning, usually integrated against carrier portals. We build the smallest thing that proves the case, put it in front of real users, and expand only what earns its keep.

Multi-model by default, so a provider outage is a routing decision rather than an incident. You own the code, the models where they are open-weight, and the documentation to run it without us.