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AGV and AMR technology explained through process, safety and ROI

Buying decisions in intralogistics should not depend on vehicle parameters alone. What matters is task control, integration, safety and the ability of the system to work in a real plant environment.

AGV throughput calculator

Estimate the AGV fleet needed for your process

Calculate cycle time, single-route throughput and the recommended number of AGVs for the full process. The calculator supports multiple routes, so you can size the fleet for a real operating scenario.

What you can calculate
travel time and full cycle time for each route
throughput per AGV and AGV demand per route
total fleet requirement across multiple routes in one process
Technology and rollout

How AGV works

An AGV system starts by receiving a task, calculating its priority and assigning it to the right vehicle based on availability, location, carrier type and current process state.

Executive summary

AGV works well only when task logic, route planning and handover points are designed as one control model.

Business impact
less manual decision-making around task allocation and queues
more predictable material flow as load grows
Task dispatch

How tasks are sent to the AGV fleet

Three independent dispatch channels can work in parallel: manual panel input, automatic sensor signals and integrations with external systems. All of them feed the same supervisory layer and the same AGV fleet.

Manual trigger

Button panel

Tasks can be issued manually by an operator using hardware button panels installed in agreed process points across the facility.

1

The operator presses the required button on the panel

2

The signal is sent over LAN to the supervisory system

3

The system selects an available AGV and dispatches the task

Automatic trigger

Sensors

External sensors can issue transport orders automatically, for example from a conveyor end, a pallet slot or a monitored handover point.

1

The sensor detects a defined state such as a free or occupied place

2

The signal is passed to the system

3

The transport task starts automatically for the fleet

System trigger

External systems

The platform can integrate with ERP, MES and WMS so external software becomes the source of tasks and receives execution feedback from AGV operations.

1

An external system generates the task

2

The task data is transferred to the supervisory layer

3

The AGV fleet executes it and the result returns to ERP, MES or WMS

Shared control layer

Different task sources, one orchestration model

No matter where the signal comes from, the supervisory layer validates the request, selects the right vehicle and sends the task to the fleet with one consistent logic.

Supervisory system

Inovatica AGV Fleet Manager

AGV fleet
Read the full explanation

In practice this means several layers work together at the same time: the vehicle, localization, traffic control and task logic. The trip itself is only the final result of earlier decisions about orchestration, route planning and reaction to events in the environment.

A good rollout is not about launching a single robot. It is about building a stable operating model. That is why we analyse not only the route, but also pick-up and drop-off points, priority rules, human interaction and the conditions under which the system must stay predictable when the load grows.

real-time task intake and queueing

dynamic route planning based on traffic and priorities

control of pick-up, drop-off and task confirmation points

Technology and rollout

Safety (ISO 3691-4)

ISO 3691-4 is the foundation of AGV and AMR safety. It structures risk assessment, zone design, the reliability of safety functions and the responsibilities of every party involved in the rollout.

Executive summary

Compliance with ISO 3691-4 is not only the basis for CE certification, but above all a practical way to protect people, infrastructure and process continuity.

Business impact
easier CE certification and clearer alignment with European safety requirements
lower risk of accidents, asset damage and unplanned process interruptions

Zone legend

Warehouse illustration with AGV safety zones, conveyors and fenced operating areas.
1

Operating zone

Open working area with maintained evacuation clearance and predictable AGV traffic.

2

Operating hazard zone

Narrow section with reduced speed and additional warning logic.

3

Restricted zone

Area reserved for authorized personnel only.

4

Confined zone

Fenced and closed operating space for AGV movement.

5

Load transfer area

Handover point connected to a conveyor, dock or transfer interface.

Read the full explanation

Automating internal transport with AGV trucks and autonomous mobile robots AMR is a major step towards higher logistics and manufacturing efficiency. For people and machines to work together safely, however, the whole system has to be built on rigorous and modern standards. The most important one is ISO 3691-4, which replaced the older EN 1525 approach and defines safety requirements for driverless industrial trucks and their systems in a much more precise way.

The standard is built around several core pillars. The first is a comprehensive risk assessment aligned with ISO 12100 and carried out for the specific plant and the specific process. This includes collision points, floor conditions, visibility, personnel presence and realistic traffic scenarios. The outcome of that analysis determines which preventive measures must be designed into the project before the system is allowed to operate.

The second pillar is work-zone management. ISO 3691-4 distinguishes the operating zone, operating hazard zone, restricted zone, confined zone and load transfer area. In practice this means different requirements for clearances, speed limits, signalling and the way each area is protected. Defining those zones correctly allows the rollout team to protect people without sacrificing throughput across the facility.

The third pillar is the reliability of the safety functions themselves. In line with ISO 13849-1, critical functions such as braking, personnel detection and speed monitoring usually need to achieve Performance Level d. In practice this requires redundant safety architectures in which a single component failure does not result in the loss of the protective function or a sudden increase in risk for operators and nearby staff.

ISO 3691-4 also makes it clear that safety is a shared responsibility. The OEM is responsible for delivering a safe machine in its factory state. The system integrator is responsible for implementing that machine safely in the real customer environment, including maps, scanner fields, speed reductions and interaction logic. The end user is responsible for safe day-to-day operation, keeping transport paths clear, training employees and carrying out regular audits and inspections.

In practical terms, investing in a system that complies with ISO 3691-4 means greater reliability, better protection of employee health and a more stable logistics operation around the clock. It is a standard that structures the project from the technical, legal and operational side at the same time, and it shortens the path to a safe rollout in a real industrial environment.

risk assessment aligned with ISO 12100 and zone design for the specific facility

high-reliability safety functions, typically designed to meet Performance Level d

clear responsibility split between the OEM, the system integrator and the end user

Technology and rollout

Integrations (WMS / MES / ERP)

Integration decides whether AGV really support the process or only execute trips without the full operating context.

Executive summary

Integration makes transport react to real process events instead of manual triggering outside the system.

Business impact
fewer empty trips and fewer exceptions handled outside software
clear responsibility split between AGV and WMS / MES / ERP
Read the full explanation

In warehouses and plants, the vehicle should react to upstream data: task status, station readiness, carrier ID, pick confirmation or process block. That is why we treat integrations as part of the rollout logic rather than a technical add-on after the fleet goes live.

We work with both lighter event exchange scenarios and deeper WMS, MES, ERP or SCADA connections. The goal is data consistency and clear responsibility: the upstream system knows when to trigger transport, and the AGV layer knows how to execute it safely and efficiently.

mapping of events and statuses between AGV and plant IT

integration with warehouse and production logic

clear exception handling, blocking and retry model

Technology and rollout

Fleet management

Fleet management is the layer that keeps the whole system in order: it assigns tasks, controls queues, resolves traffic conflicts and shows operators what is happening on the floor.

Executive summary

Central orchestration protects throughput when the number of vehicles and process points starts to grow.

Business impact
less congestion and fewer route conflicts
better visibility of queues, alarms and fleet utilization
Read the full explanation

The more vehicles and process points you have, the more important central orchestration becomes. It decides which robot should execute which task, how to avoid congestion, when to pause traffic and how to keep throughput stable with changing production or warehouse priorities.

A good fleet management system also creates transparency. The team sees task queues, vehicle statuses, fleet utilization and the process points where losses appear. That means it can support both live control and continuous optimization.

central task allocation and priority control

traffic, queue and bottleneck management

live monitoring of statuses, alarms and fleet utilization

Technology and rollout

ROI

ROI in AGV projects should be calculated more broadly than the cost of the vehicle itself. What matters is the change in the operating model: fewer manual trips, more stable flow, fewer errors and the ability to scale without proportional cost growth.

Executive summary

ROI should be built on process data, not on vehicle price alone.

Business impact
clearer decision on which process should be automated first
staged rollout without guessing the business effect
Read the full explanation

In many plants the first business effect does not come from automating the whole site. It comes from taking over one critical repetitive process. That is where it is easiest to calculate labour savings, supply reliability and the reduction of transport chaos.

That is why we build ROI models on operating data: number of trips, shift rhythm, cycle time, labour cost, buffer logic and throughput impact. This gives a decision model based on the process, not just on a technology promise.

analysis of labour savings and manual trip elimination

impact on on-time flow, errors and throughput

staged rollout so the first scope delivers measurable value

Technical review

Do you need a technical view of an AGV rollout?

We can walk through how the system works, integration requirements, safety scenarios and the ROI logic for your process.