ForwardX Robotics’ new Whitepaper examines the engineering capabilities required to deploy and scale AMRs in existing manufacturing environments while maintaining production continuity.

As manufacturers increasingly look to automate existing facilities, autonomous mobile robots (AMRs) offer opportunities to improve internal material flow without major changes to factory infrastructure. But brownfield environments present challenges that go beyond robot navigation.

Existing production layouts, traffic patterns, material flows, IT infrastructure, and ongoing manufacturing operations all need to be considered when introducing automation.

To address these challenges, ForwardX Robotics has launched a new Brownfield Automation Whitepaper, identifying four capabilities that are critical to successful brownfield automation.

1. Brownfield Systems Engineering
Brownfield automation starts with understanding how the factory operates as a complete production system.
Material flows are closely connected to production requirements, equipment utilization, inventory movement, traffic, and IT systems. As a result, automation design requires more than evaluating individual robot performance.
ForwardX's approach combines material flow analysis, production constraints, traffic engineering, IT/OT integration, and deployment planning before the automation system is introduced. The methodology has been developed through five large-scale automotive OEM deployments involving more than 100 AMRs.

2. Engineering Adaptability
Every existing factory has different floor conditions, aisle widths, traffic patterns, material carriers, network infrastructure, and production layouts. Automation therefore needs to adapt to the facility rather than requiring the facility to conform to a standardized solution.
ForwardX uses vision-based autonomy that allows AMRs to navigate without floor markers or magnetic guidance, reducing infrastructure requirements. At Chery Dalian, more than 480 AMRs operate alongside hundreds of manually driven forklifts, using perception, dynamic obstacle avoidance, and traffic management to support coexistence between automated and manual vehicles.

3. Production-Safe Deployment
For an operating factory, how automation is deployed can be as important as the automation technology itself.
ForwardX's deployment methodology uses phased implementation, digital validation, integration testing, controlled production cutover, and progressive commissioning. Software interfaces and communication with systems such as MES, WMS, and ERP are verified before robots enter live production.
This allows manufacturers to introduce automation progressively while reducing the risk of disrupting ongoing production.

4. Large-Scale Fleet Orchestration
Scaling from a small AMR pilot to hundreds of robots introduces another challenge: coordinating the entire fleet as one system.
At Chery Dalian, 484 AMRs operate at a single manufacturing site under ForwardX's unified fleet management platform. Its f(x) Fleet Manager provides common fleet intelligence for different robot architectures, supporting dynamic task allocation, traffic management, charger optimization, and real-time fleet visibility.
For manufacturers, this means scalability depends not only on the number of robots deployed, but also on the software architecture coordinating those robots and their workflows.

A Framework for Brownfield Automation
Brownfield automation requires more than autonomous robots. It requires the ability to understand an existing factory, adapt automation to its operating conditions, deploy technology without unnecessary production risk, and coordinate fleets as they scale.
ForwardX Robotics' new Brownfield Automation Whitepaper brings together these four capabilities and the company's experience across large-scale automotive deployments, including the 484-AMR implementation at Chery Dalian.

For manufacturers evaluating AMR automation in existing facilities, these considerations can provide a practical framework for assessing whether an automation solution is ready to operate not only in a factory, but within the realities of production.