ExplainersCommercial cleaning robots
Commercial cleaning robots
Autonomous floor scrubbers, vacuums, and mopping robots for commercial and institutional settings. The load-bearing editorial axis: BrainOS-powered OEM-licensed autonomy vs vertically integrated own-stack makers.
8 explainers
The commercial cleaning robot category operates in a structurally different competitive environment from consumer home robotics. The machines are floor scrubbers, corridor vacuums, and mopping robots deployed in airports, shopping malls, warehouses, hospitals, and office buildings under commercial contracts rather than consumer purchase. The operating envelopes are large, structured, and typically staffed; the autonomy requirement is guided-route execution rather than novel-environment discovery.
The load-bearing editorial axis is the platform-vs-integration question. Brain Corp (San Diego, founded 2009) operates BrainOS, a proprietary autonomy software platform licensed to hardware OEMs. The OEM manufactures the cleaning machine; Brain Corp provides the navigation, obstacle detection, and fleet management software layer. Tennant Company (Minneapolis, NYSE: TNC) and SoftBank Robotics (Japan) are the two most prominent BrainOS OEM partners at commercial scale. SoftBank Group holds a significant equity position in Brain Corp.
The BrainOS model distinguishes two autonomy approaches within the platform: teach-and-repeat (used in the SoftBank Robotics Whiz corridor vacuum) where a human first demonstrates a cleaning route and the robot repeats it, and full-SLAM navigation (used in Tennant's T16AMR floor scrubber) where the robot builds and navigates against a persistent map. The verified-vs-claimed framework applies the same scrutiny to "autonomous" claims in commercial cleaning as in other cohorts: teach-and-repeat is a constrained-autonomy mode, not free-roaming navigation.
Vertically integrated own-stack makers include Avidbots (Kitchener, Ontario), whose Neo robot uses internally developed SLAM navigation; Gausium (Shanghai), which manufactures the Phantas floor scrubber with its own autonomy stack; Karcher (Germany), whose KIRA series uses LiDAR SLAM; and LionsBot (Singapore). Pudu Robotics (Shenzhen) enters the commercial cleaning segment as an adjacency expansion from its delivery robot primary business.
For the broader Brain Corp platform context within the physical AI brain-provider taxonomy, see the brain providers cluster. For the verified-vs-claimed framework, see how DEPLOY verifies. Registry coverage at registry.deploy.report.
Adjacent clusters
- Brain providers & foundation models: Brain Corp's BrainOS is the canonical third-party brain-provider example in commercial cleaning: the software autonomy layer licensed to hardware OEMs (Tennant, SoftBank Robotics Whiz) rather than developed in-house by the robot maker.
- Home robotics: Commercial cleaning robots and consumer robot vacuums share the same foundational SLAM navigation substrate; the operating envelope (commercial facility vs private residence), contracting model (commercial lease vs consumer purchase), and scale of deployment differ structurally.
Featured
What are commercial cleaning robots and how do they work?
Commercial cleaning robots are autonomous floor scrubbers, vacuums, and mopping machines deployed in airports, shopping malls, warehouses, hospitals, and office buildings. The category divides along a platform axis: BrainOS-powered robots (Tennant AMR, SoftBank Robotics Whiz) license autonomy software from Brain Corp, while own-stack makers (Avidbots, Gausium, Karcher, LionsBot) develop their navigation internally.
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What is Avidbots and how does the Neo robot work?
Avidbots is a Canadian commercial robotics company founded in 2013 that makes the Neo autonomous floor scrubber. Neo uses internally developed SLAM navigation to operate in airports, shopping malls, and distribution centers without teacher-and-repeat path demonstration. Avidbots develops its own autonomy stack rather than licensing BrainOS.
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What is Brain Corp BrainOS and which cleaning robots use it?
Brain Corp is a San Diego-based AI company founded in 2009 that develops BrainOS, an autonomy software platform licensed to commercial cleaning robot OEMs. Tennant Company and SoftBank Robotics are the two largest BrainOS partners at commercial deployment scale. SoftBank Group is a major Brain Corp investor. BrainOS powers both teach-and-repeat (Whiz) and full-SLAM (Tennant T16AMR) autonomy modes.
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What is Gausium and how does the Phantas robot work?
Gausium (formerly Gaussian Robotics) is a Chinese commercial cleaning robot maker headquartered in Shanghai. The Phantas is an autonomous floor scrubber-dryer deployed in airports including Singapore Changi Airport, using proprietary SLAM navigation developed in-house rather than BrainOS.
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Sub-cohort · 2 explainers
BrainOS ecosystem
Brain Corp's BrainOS platform licenses autonomy software to hardware OEMs rather than making robots directly. Tennant T16AMR (floor scrubber, full SLAM) and SoftBank Robotics Whiz (corridor vacuum, teach-and-repeat) are the two largest commercial deployments. The teach-and-repeat vs full-SLAM distinction is a verified autonomy-depth axis within the platform.
What is Brain Corp BrainOS and which cleaning robots use it?
Brain Corp is a San Diego-based AI company founded in 2009 that develops BrainOS, an autonomy software platform licensed to commercial cleaning robot OEMs. Tennant Company and SoftBank Robotics are the two largest BrainOS partners at commercial deployment scale. SoftBank Group is a major Brain Corp investor. BrainOS powers both teach-and-repeat (Whiz) and full-SLAM (Tennant T16AMR) autonomy modes.
What is SoftBank Robotics Whiz and how does it clean?
SoftBank Robotics Whiz is a commercial autonomous corridor vacuum powered by Brain Corp's BrainOS in teach-and-repeat mode. A human operator walks the cleaning route once; the robot then repeats that demonstrated path autonomously. Whiz is not a free-roaming SLAM robot. SoftBank Robotics is a Japanese company backed by SoftBank Group.
Sub-cohort · 4 explainers
Own-stack makers
Vertically integrated commercial cleaning robot makers develop autonomy software in-house rather than licensing from a platform provider. Avidbots Neo (Canada), Gausium Phantas (China), Karcher KIRA (Germany), and LionsBot (Singapore) each operate proprietary SLAM navigation stacks. The framework applies the same verification discipline to autonomy claims regardless of whether the software is in-house or licensed.
What is Avidbots and how does the Neo robot work?
Avidbots is a Canadian commercial robotics company founded in 2013 that makes the Neo autonomous floor scrubber. Neo uses internally developed SLAM navigation to operate in airports, shopping malls, and distribution centers without teacher-and-repeat path demonstration. Avidbots develops its own autonomy stack rather than licensing BrainOS.
What is Gausium and how does the Phantas robot work?
Gausium (formerly Gaussian Robotics) is a Chinese commercial cleaning robot maker headquartered in Shanghai. The Phantas is an autonomous floor scrubber-dryer deployed in airports including Singapore Changi Airport, using proprietary SLAM navigation developed in-house rather than BrainOS.
What is Karcher and does it make autonomous cleaning robots?
Karcher is a German manufacturer of cleaning equipment and a family-owned private company. The KIRA series (KIRA B 50 and KIRA B 100) are Karcher's autonomous floor scrubbers, using LiDAR SLAM navigation developed in-house rather than BrainOS. Karcher is one of the largest cleaning equipment manufacturers globally by revenue.
What is LionsBot and how does it compare to other cleaning robots?
LionsBot is a Singapore-based commercial cleaning robot startup that makes the r.bot series and LEO floor scrubbers. The company develops its own autonomy platform (R-Tech) rather than licensing BrainOS. LionsBot targets commercial facilities in Singapore and international markets.
Sub-cohort · 1 explainer
Adjacent-category entrants
Pudu Robotics enters commercial cleaning from its delivery robot primary business. The delivery-to-cleaning expansion pattern reflects a broader adjacency play in commercial service robots: the autonomy infrastructure built for delivery navigation is re-applied to cleaning navigation in structured commercial environments.