Large retail, airport and warehouse floors are cleaned by people walking behind machines. The middle of the floor is the least skilled part of the job and the largest share of the hours.
The robot has to finish the map without becoming a babysitting assignment. A cleaner who follows the robot all night has not gained a headcount.
Requirements are stated with the reason they exist. A requirement without a reason is a preference, and preferences are how a shortlist quietly becomes a recommendation.
Missing a wing or flooding a threshold is worse than not deploying.
A machine that dies in the food court is an incident report.
Chairs move; pallets appear; the map from Tuesday is a suggestion.
Facilities teams already have chemicals and floor warranties; the robot must fit them.
Nobody should discover an empty tank by finding a dirty aisle at opening.
These are not weaknesses to trade off against a high score. Any one of them ends the conversation, which is why they sit outside the scoring entirely.
Shipping robots in our catalogue whose class matches this job, listed under the industrial weighting so you can scan them — not a recommendation. Uptime across opening hours and serviceability beat experimental stacks.
Order follows the industrial profile score. Requirements and disqualifiers above are editorial; they do not remove robots from this list. How the score works
Compare candidatesOne of the few service-robot categories with real fleet deployments and boring ROI maths (labour hours on open floor). It underperforms when buyers expect the robot to replace the entire cleaning crew including edges, restrooms and spill response. Treat it as a middle-of-floor appliance, not a janitor.
