Tiliter Vision Agent

Cleanliness Evaluator Vision Agent

Evaluate visible cleanliness from images and return a consistent score, visible findings and structured assessment.

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Image-based scoring
Visible issue detection
Structured assessment
Washroom evaluated for visible cleanliness
Image submitted
2 OUT OF 5
Image evaluation
Below required standard
Visible findings: water marks and residue.
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

Single-image evaluation · 10:42
Reviewing…
Cleaning evaluation image
Evaluation completed in — sec
Result type Structured evaluation
!
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.

Dirt, marks and residue

Identify visible dust, smears, water marks, residue and other signs that cleaning is incomplete.

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
Customer examples

Cleanliness Evaluator in Action

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

Clean office corridor with polished floors and tidy windows

Efficiency

General

Cleaning Quality Assurance

Automatically verify cleaning quality across multiple sites with image-based scoring, issue detection and clear accountability.

Clean train carriage interior with empty seats and floor, monitored for cleanliness using Tiliter's Vision agents

Visibility

General

Public Space Cleanliness Monitoring

Detect litter, spills and hygiene issues from images to improve standards across trains, stations and shared facilities.