AMR Robots: Autonomous Systems for Operational Excellence

In industrial automation, a distinction was long made between Automated Guided Vehicles (AGV) and Autonomous Mobile Robots (AMR). While AGVs rely on permanently installed infrastructure such as magnetic strips, QR codes, or laser reflectors, AMR robots act fully autonomously. They use a technology called SLAM (Simultaneous Localization and Mapping) to create maps of their environment while moving and to determine their position within them.

This autonomy is the decisive factor for deployment in dynamic environments such as care homes, hotels, or busy logistics centers. An AMR robot recognizes people, parked pallets, or cleaning carts and calculates an alternative route within milliseconds. For the operator this means a drastic reduction in installation costs, as no structural changes to the building are necessary. werob uses this flexibility to create a precise deployment specification within just 48 hours, based on the real travel routes and shift schedules of your site. Through werob's hardware agnosticism, more than 280 different robot models are examined against your requirements in order to find the technically and economically optimal solution.

The use of AMR robots is not a technological gimmick but a business necessity in view of rising labor costs and the acute skills shortage. At werob, economic validation is carried out not via vague forecasts but via hard operational data. In residential care, automating the medication round, for example, leads to annual cost relief of 92,000 euros per site. The pure transport of laundry or catering saves a further 71,000 euros per year.

Similar effects are evident in hospitality and gastronomy. An AMR robot in room service relieves staff by 112,000 euros annually, while automating bar and breakfast preparation saves around 54,000 euros. In logistics and facility management (FM), the savings for a yard patrol amount to 68,000 euros and for the cleaning of kitchen floors to 44,000 euros per year. These figures are based on the live operation of more than 200 robots that werob currently controls in eleven European countries. werob's commercial model is consistently geared toward success: as an outcome-only model, operators only pay once the robot is in productive use and fulfilling the defined workflows.

The biggest hurdle when introducing robotics is often the planning phase. Traditional consulting approaches need three to six months to create discovery decks and feasibility studies. werob has radically shortened this process through the Spec Engine. Based on data from more than 35,000 projects, the engine translates your verbal descriptions of shifts, floors, and tasks into a digital action graph within 48 hours.

This process takes into account not only the purely technical requirements such as payload or battery life but also the infrastructural conditions on site. Do elevators have to be controlled? Are there fire doors that need a digital interface? The Spec Engine provides the answers and forms the basis for the Supplier Match. Here, 44+ OEM partners such as Keenon, Pudu, or Boston Dynamics are ranked against the specification. The result is an objective ranking of the most suitable hardware, without any tie to a single manufacturer. This hardware-agnostic approach protects operators from vendor lock-in and secures the long-term investment.

A critical and often underestimated aspect of operating AMR robots is the legal framework. From 20 January 2027, the new EU Machinery Regulation 2023/1230 becomes binding. It imposes considerably higher requirements on conformity assessment, especially when AI components are used for safety functions. Many Asian OEMs do not have the necessary structures to meet these European requirements independently. werob acts here as a compliance path.

Through integration into the werob Cockpit, all regulatory requirements are continuously monitored. This includes not only the Machinery Directive but also specific standards such as ISO 13482 for service robots in direct contact with people or the BewachVO (security guarding ordinance) for security robots. The Cockpit uses a four-dimensional traffic-light system that displays the status of the hardware, the infrastructure, the specification, and indeed the regulatory compliance in real time. For the operator this means maximum legal certainty during audits by the care home inspectorate or the employers' liability insurance associations. werob takes responsibility for ensuring that the deployed fleet complies with applicable EU standards at all times.

An AMR robot only unfolds its full potential when it communicates with the company's existing software systems. An isolated robot that has to be loaded and started manually often creates more effort than benefit. werob solves this problem through pre-built connectors into the common operator stack. In care this means a direct connection to PointClickCare or MatrixCare in order to automatically generate transport orders from the care documentation.

In the hotel sector, interfaces to Opera PMS or Mews enable the robot to be automatically informed upon a check-in or to process room service orders directly. For logistics, werob offers integrations into SAP EWM, while in the F&B area systems such as Toast or Lightspeed are connected. This connectivity ensures that the robot becomes an integral part of the digital process chain. The data flows bidirectionally: the robot receives its orders from the leading system and reports back completion as well as operational metrics in real time. This enables complete monitoring of performance and continuous optimization of the action graphs.

Companies often face the decision of whether to buy robots directly from the manufacturer or to commission a systems integrator like werob. The following table illustrates the differences in operational implementation:

The essential advantage of werob lies in speed and risk minimization. While individual projects often fail due to missing interfaces or regulatory hurdles, werob delivers a turnkey system that is productive within eight weeks.

As soon as the AMR robots are deployed, the focus shifts to stable operation. The werob Cockpit is the central control unit for the entire fleet, regardless of whether robots from different manufacturers are deployed at different sites. A facility management company that looks after 50 sites can view the status of each individual robot in real time via the Cockpit. The system monitors critical parameters such as the battery condition, the Wi-Fi coverage, and adherence to the planned cleaning or transport cycles.

Particularly valuable is the fourth dimension of the traffic-light system: specification fidelity. The Cockpit proactively detects when the environment at the site has changed in such a way that the original action graph no longer functions optimally – for instance, through rearranged furniture or new storage areas. In such cases, the specification can be adjusted centrally and transferred to the robots via remote update. This massively reduces the need for on-site visits by technicians and ensures a fleet availability that lies far above the industry average. The data from the Cockpit also serves as proof of the performance delivered to end customers or internal stakeholders.

The path to automation with werob follows a structured eight-stage process designed for maximum speed. After the initial capture of requirements via the Spec Engine and the Supplier Match, the technical validation of the infrastructure takes place. Here it is ensured that the network coverage and the physical conditions are suitable for deploying the chosen AMR robots. In parallel, the necessary connectors are configured into the software stack.

Within five days of the specification, operators receive a binding quote. Because werob relies on an outcome-only model, lengthy budget approvals for high upfront investments are often eliminated, as the costs can be directly correlated with the operational relief. After the order, it usually takes only eight weeks until the robots physically arrive at the site, are configured, and take up their service. This process has already been successfully implemented at well-known customers such as Korian Germany, where double-digit cost relief was achieved as early as the first year. Innovative projects too, such as the deployment of humanoids in Hamburg care facilities, show that werob occupies the spearhead of technological development and makes it available for broad use.