Dirt, marks and residue
Identify visible dust, smears, water marks, residue and other signs that cleaning is incomplete.
Tiliter Vision Agent
AI Cleanliness Scoring Vision Agent
Evaluate visible cleanliness from images and return a consistent score, visible findings and structured assessment.
Cleanliness evaluation
Turn cleaning photos into structured assessments.
The Cleanliness Evaluator analyses each image and returns a score, visible findings and a consistent assessment within seconds.
Submitted image
Washroom · End of shift
Evaluating
Reviewing the image
The agent is checking visible surfaces, fixtures, floor and bin against the evaluation criteria.
Structured findings
- Overall cleanliness score: 2 out of 5
- Visible findings: water marks and residue
- Assessment: below required cleanliness standard
What it evaluates
Consistent evaluation of the visible details that matter.
Apply the same visual criteria to every submitted image, with clear findings behind each score.
Floors and surfaces
Review visible floors, counters, fixtures and high-touch surfaces against defined criteria.
Waste and presentation
Detect visible waste, overflowing bins, clutter and conditions that affect overall presentation.
Need the complete workflow?
Build an end-to-end cleanliness audit with Cleensight.
The Cleanliness Evaluator performs the visual assessment. Cleensight adds assignments, mobile capture, workflow rules and audit-ready reporting around it.
Explore Cleensight →1Assign audit
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2Capture images
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3Cleanliness Evaluator
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4Trigger pass or rework
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5Generate audit report
Cleanliness Evaluator in Action
See how teams use the Cleanliness Evaluator across facilities, transport and distributed operations.
Cleaning Quality Assurance
Automatically verify cleaning quality across multiple sites with image-based scoring, issue detection and clear accountability.
Read use case →Public Space Cleanliness Monitoring
Detect litter, spills and hygiene issues from images to improve standards across trains, stations and shared facilities.
Read use case →Ready to see the Cleanliness Evaluator in action?
Build visual verification workflows and deploy them through mobile, web, cameras or your existing systems. Deployed in thousands of locations worldwide and ready to scale with your operations.