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Cleanliness Assessment AI is a computer vision capability that automatically evaluates the visible cleanliness of an environment based on image input. Instead of relying on manual inspections or subjective judgement, users can upload an image and receive a structured cleanliness score that reflects the overall visual condition of a space.
Provide an image of a room, surface, or area and receive a cleanliness score based on visual indicators such as clutter, stains, leftover items, or general disarray.
Cleanliness Assessment AI evaluates the overall visual condition of a space to produce a consistent cleanliness score. This enables repeatable hygiene and presentation checks across different environments.
Businesses use Cleanliness Assessment AI to automate routine inspections, verify cleaning standards, and identify areas that require attention. Optional metadata and confidence scores allow results to be used in reporting, triage, or downstream workflows.
Apply Cleanliness Assessment AI across a wide range of environments to automate hygiene checks, reduce manual inspections, and improve consistency in cleanliness reporting:
in hospitality, commercial offices, short-term rentals or public venues
for shared vehicles, high-traffic rooms, or on-site inspections
Assess the condition of rental cars, shared vans, field cabins, or mobile equipment for mess, stains, or general disarray.
Confirm whether areas were properly cleaned after a shift, event, or maintenance session.
Tiliter’s Cleanliness Evaluator Vision Agent analyses the visible condition of a room, surface, or environment and returns a cleanliness score from 1 to 5, based on visual indicators such as mess, clutter, stains, or leftover items.
You simply provide an image - taken from a mobile phone, static camera, or inspection device - and receive structured output, including:
There’s no need to define objects or areas manually - the agent is trained to assess overall visual cleanliness, even in real-world conditions like poor lighting, shadows, or mixed layouts.
Explore real-world examples using the Cleanliness Evaluator Vision Agent to assess surface hygiene, standardise quality checks, and support compliance across cleaning and maintenance workflows.
