maintenance-management-automation-benchmark

Autonomous Cleaning and Maintenance Management Benchmark

Table of Contents

Introduction

This comprehensive checklist outlines the key capabilities required for fully autonomous cleaning and maintenance management systems. While the actual cleaning and maintenance work may still require human labor, this framework focuses on automating the complex orchestration of vendors, scheduling, quality control, compliance, and business operations.

To achieve complete automation of cleaning and maintenance management, systems must demonstrate robust handling of routine operations as well as complex edge cases. The checklist below details both standard features and challenging scenarios that autonomous systems should address - from basic scheduling to handling emergency situations, from routine vendor management to complex multi-party dispute resolution.

For more details about why we created this benchmark and our vision for the future of autonomous cleaning and maintenance management, read our announcement blog post.

The main categories are:

  1. Property Understanding: Digital twin creation including property data, assets, surfaces, and mapping
  2. Task Requirements: Define and manage work needs based on property data and client preferences
  3. Vendor Management: Coordinate service providers with cost/timing optimization
  4. Schedule Management: Handle job scheduling and edge cases
  5. Quality Control: Verify work completion and standards
  6. Property Updates: Maintain records of completed work, inventory, and condition changes
  7. Financial Operations: Handle all payment processing
  8. Third-Party Integrations: Connect with external systems

Companies can use this framework to:

  1. Assess their current level of management automation
  2. Identify gaps in their autonomous capabilities
  3. Plan development roadmaps for increasing automation
  4. Benchmark against industry standards
  5. Validate their systems’ ability to handle edge cases

Each category includes specific criteria and edge cases that must be handled without human intervention to be considered fully autonomous. The checklist is designed to be comprehensive while remaining flexible enough to accommodate different business models and regulatory environments.

This list is comprehensive, and humans are not necessarily good at all of it. An autonomous system really needs to only be good at most of these things to be similar to a typical human in capability. Being good at all of them would make them better than effectively all humans.

Below is a revised version of the checklist with each task written to be detailed and specific to cleaning and maintenance management. Tasks that were too generic have been refined or rephrased for clarity.

Vendor Submissions

To have your information considered, please complete a PR which contains at the minimum the name of your system, a description of your system, and a demo or other way to validate that your system can do as you describe. For an example of a leading autonomous system, see TIDY’s rental cleaning platform.

Checklist Improvements

If you have a suggestion to improve the checklist, please create a PR with your change. Any suggestions are welcome. We recommend being more specific with tasks, and less general.

Current Results

Vendor Cleaning & Maintenance Management Automation Summary
TIDY with Concierge 90% Good at documentation and proactive steps, bad at communication and edge case management
STR Management LLC (Human Baseline) 81% Good at communication and edge case management, bad at documentation and proactive steps
Prime Property Management (Human Baseline) 73% Good at communication and edge case management, bad at documentation and proactive steps
Lone Star Servicing (Human Baseline) 66% Good at communication and edge case management, bad at documentation and proactive steps
TIDY 59% Good at documentation and proactive steps, bad at communication and edge case management

Scores last updated: Feb 15, 2025

I. Property Understanding & Digital Twin

A. Asset Tracking

B. Inventory Management

C. Property Mapping

II. Task & Requirements Management

A. Scheduled Maintenance

B. On-Demand Requests

C. Emergency Response

D. Task List Management

E. Vendor Guidelines

F. Safety & Environmental Requirements

G. Risk Management

III. Vendor Coordination

A. Multi-Channel Communication

B. Compliance Management

C. Equipment & Resource Verification

IV. Job & Schedule Management

A. Acceptance Prediction

B. Cancellation Risk Management

C. Issue Prevention

D. Access Control

V. Quality Assurance

A. Stakeholder Feedback

B. Pro Communication

C. Visual Verification

VI. Property Data Updates

A. Maintenance Records

B. Inventory Updates

C. Condition Reports

VII. Financial Operations

A. Payment Collection

B. Vendor Payments

VIII. Third-Party Integrations

A. Property Management Systems

B. Accounting Systems