Start automation with a lower-risk AGV pilot project.
Not every customer should start with a full multi-vehicle rollout. In many warehouse and manufacturing projects, the safer first step is a smaller pilot: one vehicle, one route family, one handoff area or one internal material flow, designed with future scale in mind.
Who should start with a pilot
- Teams that want automation, but want to reduce project risk before scaling.
- Warehouses or factories with one repeatable flow that is already painful enough to justify action.
- Brownfield sites where interfaces, route constraints or organizational handoff still need validation.
Keep scope narrow and measurable
- One AGV or a very small number of vehicles
- One route family, one station pair or one internal material loop
- Clear task logic, exception rules and operator handoff points
- Visibility into outcomes, bottlenecks and the next expansion decision
Three steps from pilot to scale
Choose the right first flow
We start from your current route map, traffic rhythm, task trigger, staffing pressure and system landscape to define the right pilot boundary.
Design execution and handoff
We define pickup/drop rules, queue logic, station behavior, exception handling and the practical handoff between people, AGV and existing systems.
Decide the next layer
After the pilot, we help judge whether you should scale with lighter AGV logic, introduce WCS coordination or redesign the broader WMS/WCS layer.
Good warehouse pilot examples
Inbound pallet transfer, replenishment loops, dense storage handoff, buffer-to-buffer movement and recurring internal circulation are often strong pilot candidates.
Good manufacturing pilot examples
Line-side delivery, WIP transfer, supermarket-to-line replenishment and fixed internal transfer rhythms often create the clearest pilot economics.
Use the survey to decide whether pilot-first is the right path
We usually begin with your current workflow, system landscape and operating constraints. Then we advise whether a low-risk AGV pilot, a stronger WCS layer or a broader WMS/WCS redesign is the safer next move.