October 07, 2026
Cleaning is one of the largest labor categories in industrial and commercial operations and one of the hardest to staff consistently. Airports, food processing plants, and manufacturing facilities all depend on repetitive, physically demanding work that often happens overnight and under difficult conditions.
That combination is pushing operators toward automation. Robots that once struggled in dynamic, real-world facilities are now reliable enough for production deployment.
At PickNik, we work with companies building robots for exactly those environments. Two examples are Hivebotics in Singapore and CleanBotix in Grand Rapids, Michigan. Their systems operate in airports, food plants, and industrial facilities where uptime, hygiene, and labor availability directly affect operations.
So how are robots changing the approach to cleaning and sanitation?
1. Automating high-turnover work where labor is hardest to find
Many cleaning roles combine physically demanding work with overnight schedules and high turnover. Public restroom sanitation, industrial washdown, and food processing cleanup are all categories where staffing has become a long-term operational problem rather than a temporary one.
Hivebotics developed Abluo to handle restroom cleaning in commercial facilities such as airports. CleanBotix built Rosie for sanitation workflows in meat and poultry plants, where its R6 model manages hose positioning and cleaning coverage over a large operating radius across multi-hour sessions. In both cases, the goal is not full labor replacement; it is to reduce the most repetitive manual work that is hardest to staff and sustain, so crews can focus on inspection, exception handling, and higher-value facility tasks.
As labor constraints become structural rather than cyclical, automation shifts from optional to operational.
2. Improving consistency and traceability
Cleaning quality is difficult to standardize with manual processes alone. Human performance varies across shifts, fatigue levels, and staffing conditions. In regulated environments, that variability creates operational risk.
CleanBotix reports that Rosie achieves cleaning throughput close to manual crews while reducing re-cleaning requirements and improving ATP swab consistency. For these facilities, consistency often matters more than peak speed because it affects audit readiness, sanitation verification, and production restart timelines.
The same principle applies in commercial settings. Robots apply repeatable coverage patterns, dwell times, and disinfection routines across every cycle. Automation does not eliminate quality control, but it makes sanitation outcomes more measurable and predictable.
3. Operating in unstructured environments
Cleaning environments — food processing floors, public restrooms, vehicle bays, hospitality spaces, and industrial wash areas — present a different class of autonomy problem than the controlled production lines where robotic arms have traditionally been deployed. Reflective stainless steel surfaces, standing water, airborne spray, changing equipment layouts, wet floors, tight spaces, and dynamic pedestrian traffic all complicate localization, perception, and motion planning.
This is what the field calls unstructured robotics: environments that vary site-to-site and shift-to-shift, in contrast to the fixed cell layouts of an assembly line or manufacturing plant where industrial arms have been standard for decades. The leading innovators in cleaning are deploying systems in exactly these unstructured spaces — places that have historically been outside the practical envelope for robotic arms.
Until recently, that variability kept most cleaning robotics projects in pilot stages. That has shifted. Hivebotics navigates inconsistent restroom layouts across different airport facilities. CleanBotix overcame LIDAR reflection off stainless steel that had stalled its early prototypes. The result is a class of deployment that did not look viable a few years ago.
4. Reducing development time for robotics companies
Many companies deploying robots in cleaning businesses are experts in sanitation workflows, not autonomy software. They understand industry standards, cleaning operations, regulatory requirements, facility constraints, and customer expectations. Building the underlying robotics infrastructure internally (motion planning, behavior orchestration, simulation, perception integration, fleet reliability) would take years.
MoveIt™ Pro reduces that overhead by providing production-ready infrastructure that teams can adapt to their application. CleanBotix used the platform during development of Rosie and moved from prototype to production deployment in roughly 12 months. Hivebotics used it to accelerate development of Abluo while focusing internally on the cleaning application itself.
“Working with PickNik meant we didn’t have to reinvent the robotics stack. We could focus on what mattered — solving the sanitation problem — while MoveIt Pro gave us the power to move fast and iterate quickly.”
— Adam Jacques, CEO, CleanBotix
For many, the constraint is no longer whether the hardware can be built, it is how quickly reliable software can be deployed and maintained in production environments.
The takeaway
Cleaning and sanitation are becoming practical deployment targets for robotics because the economics, labor conditions, and software capabilities are finally aligned. For operators, the value is not just labor reduction. It is consistency, traceability, uptime, and the ability to sustain operations where staffing remains difficult.
If you’re building robotic systems for cleaning, sanitation, or industrial spraying applications, MoveIt Pro provides a foundation for deploying and scaling those systems faster.
Check out more on Industrial & Commercial Cleaning.
MoveIt Pro is PickNik Robotics’ commercial robotics software platform that extends the capabilities of the open-source MoveIt project. Designed for unstructured environments, MoveIt Pro provides powerful tools for motion planning, grasping, perception, and behavior sequencing. With pre-built robot behaviors and a modular runtime architecture, MoveIt Pro significantly reduces engineering effort and time-to-deployment. Its hardware-agnostic design supports a wide range of commercial and custom robotic arms, making it ideal for scalable automation across space, manufacturing, and logistics sectors.
