Assess cleanliness levels in images - automatically with a Vision Agent

The Cleanliness Evaluator Agent analyses images of rooms, surfaces, or equipment and returns a structured cleanliness score. Designed for real-world operational use, it helps automate routine inspections, verify cleaning standards, and spot areas that require attention - without relying on subjective human judgement.

Vision AI for real-world results

Apply the Cleanliness Evaluator Agent across a wide range of industries to automate visual hygiene checks, reduce manual inspections, and improve consistency in cleanliness reporting:

Standardise post-cleaning checks

in hospitality, commercial offices, short-term rentals or public venues

Automate visual QA

for shared vehicles, high-traffic rooms, or on-site inspections

Triage cleaning needs in mobile or shared environments

Assess the condition of rental cars, shared vans, field cabins, or mobile equipment for mess, stains, or general disarray.

Automate post-service checks

Confirm whether areas were properly cleaned after a shift, event, or maintenance session.

how it works

Cleanliness evaluator agent

Train interior cleanliness detection using Vision agents

The agent analyses the visible condition of a room, surface, or environment and returns a cleanliness score from 1 to 5, based on visual indicators like 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:

  • Cleanliness score (1–5)
  • Confidence level
  • Optional context metadata for sorting or tagging

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.

Vision AI Use Cases

Use cases powered by this Agent

Explore real-world examples using the Cleanliness Evaluator Agent to assess surface hygiene, standardise quality checks, and support compliance across cleaning and maintenance workflows.

Ready to see Vision AI agents in action?