AI Cleanliness Scoring Vision Agent

The visible condition of the space, rated against your standard rather than a generic idea of clean. It weighs what a supervisor notices first: marks and spillages, debris on floors, overflowing bins, and tidiness as something separate from hygiene. The rating comes back with the reasoning that produced it, so a low number can be examined instead of argued over.

That is the reason to use it. Two supervisors rarely score the same room the same way, and the same supervisor scores differently at 7am and at the end of a double shift. The same photo submitted twice returns the same rating, which is what makes a number worth comparing across sites and across weeks.

Yes, and you should. A four-star standard in a budget hotel and in a private hospital are different things. You define what acceptable looks like for your own sites, and the threshold decides what passes, what gets flagged and what is held.

Equipment surfaces and mats, floors, mirrors and glass, bins, and whether kit has been returned to its place. Gyms are one of the harder cases because the space is judged on both hygiene and tidiness, and a rack of dumbbells left out reads as unclean to a member even when every surface has been wiped.

Hotel rooms are among the longest-running deployments. Hospitality room verification covers how a room is checked for readiness and presentation, not cleanliness alone, before it goes to the next guest.

Yes. Prep surfaces, floors, equipment and waste areas are all visible checks. Related, and often run alongside it: food waste monitoring measures what is actually being thrown away from photos taken on cameras and phones the kitchen already has.

That is a related check rather than a cleanliness score. Recycling contamination detection identifies contaminated streams from a photo at collection, which is what you want when the problem is contamination charges and rejected loads rather than how clean a room looks.

This agent produces the score. Cleensight is the workflow around it: assigning the audit, capturing the evidence, holding the space until it passes, raising the rework and keeping the record. If you want a rating from an image, this is the piece. If you want the whole audit run and evidenced end to end, that is Cleensight.

Yes, once the scores come from the same standard rather than from different people. That holds whether you are comparing offices, gyms, hotels or a transport fleet. Cleaning quality assurance covers benchmarking completed work across locations, which is the thing a consistent score makes possible and a clipboard never did.