Cleanliness Evaluator

Automate cleaning audits, verify standards and generate image-based evidence across sites using Tiliter Vision Agents.

What is the Cleanliness Evaluator?

The Cleanliness Evaluator analyses images of rooms, surfaces and operational spaces to return a structured cleanliness result instantly. Use it to standardise inspections, verify cleaning outcomes and identify visible issues across distributed sites.

A cleanliness assessment shows 3 out of 5 stars

Assess Visual Cleanliness from Images

Upload an image of a room, vehicle, workspace or facility and receive a cleanliness assessment based on visible mess, clutter, stains, spills or presentation issues.

Built for Audits and Consistent Standards

Apply the same cleanliness standard across teams, contractors and locations to reduce subjectivity and improve accountability.

Used in Real Operational Workflows

Automate cleaning audits, verify service completion and prioritise issues with workflow-ready results for reporting and follow-up.

Real-World Cleanliness Use Cases

Use the Cleanliness Evaluator to reduce manual inspections, improve consistency and strengthen operational visibility.

Commercial Offices & Facilities

Verify standards across offices, campuses, shopping centres and shared facilities.

Hospitality & Short-Term Rentals

Check room readiness between guests and maintain presentation standards.

Public Transport & Shared Spaces

Identify litter, spills and visible hygiene issues across trains, stations and public areas.

Vehicles & Equipment

Assess rental cars, vans, cabins or field assets after use.

How the Cleanliness Evaluator Works

Cleanliness Evaluator Agent

Detecting visible cleanliness issues in a train carriage and notifying cleaning teams.

The Cleanliness Evaluator analyses the visible condition of a room, surface or environment and returns a structured result based on cleanliness, presentation and visible issues.

Provide an image from:

  • mobile phone
  • inspection workflow
  • static camera
  • uploaded image

Receive outputs such as:

  • cleanliness score
  • confidence score
  • visible issue indicators
  • optional metadata
  • workflow-ready results

Designed to work in real environments with mixed layouts, lighting variation and clutter.

Customer examples

Cleanliness Evaluator in Action

See how teams use the Cleanliness Evaluator across facilities, transport and distributed operations.

Ready to automate cleaning audits?