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General
Cleanliness evaluator

Vision Agents for Assuring Cleaning Standards

November 7, 2025

Delivering consistent quality, visibility, and accountability across cleaning operations.

Keeping spaces clean isn’t just about appearance - it’s about meeting standards that reflect safety, hygiene, and professionalism.
For many organisations, that responsibility sits with cleaning teams working across multiple locations, shifts, and contractors. But without supervisors on-site, it’s difficult to verify quality, maintain consistency, or show proof of performance to clients.

The challenge

In most cleaning operations, supervision is still a manual process.
Supervisors rely on checklists, photo evidence, or site visits to confirm that work has been done correctly. Reports are written after the fact, and photo reviews often happen hours or even days later.

This approach creates a few familiar problems:

  • Inconsistent quality across different teams or sites
  • Limited visibility into what’s been done, when, and how well
  • Delays in spotting issues like missed areas or incomplete cleaning
  • No objective data to support performance reviews or client reporting

Even with well-trained teams, the lack of real-time feedback makes it hard to maintain the same standard everywhere, every time.

How Vision AI helps

Tiliter’s Cleanliness Evaluator agent brings automation and intelligence to the process of verifying cleaning standards.
By analysing images taken before and after a cleaning task - or from fixed-position cameras - the vision agent automatically detects visible signs of mess, spills, rubbish, or unclean surfaces.

Each analysis is time-stamped and linked to the relevant location or job, creating an instant visual record of quality. The results provide supervisors and managers with objective, measurable data on cleaning outcomes - without having to be on-site.

The vision agent supports:

  • Automated verification: Confirms when cleaning tasks meet defined standards.
  • Quality scoring: Provides consistent, AI-generated benchmarks across all teams and sites.
  • Live visibility: Allows managers to track results in real time from a central dashboard.
  • Evidence for reporting: Creates a clear, visual record to support client updates or audits.
  • Training and feedback: Highlights recurring issues or strong performance for coaching and recognition.

The result

With Vision Agents in place, organisations gain a reliable way to assure cleaning standards across every location, from public facilities and transport hubs to offices, shopping centres, and industrial sites.

Instead of reactive inspections or delayed reports, managers get continuous, objective feedback on cleaning quality. Supervisors can focus on improvement rather than manual checks. And clients can see verified outcomes supported by visual evidence.