Race to Modernize · Level vertical

Commercial Cleaning & Janitorial

Physical/fine-motor work robots struggle with, recurring contracts, but very low entry barrier and commodity pricing. Labor-heavy, thin margins = big operating-leverage + true-cost upside. Level customer vertical (AMR).

74
Index score
68.6
AI-Resilience
79.5
AI-Leverage

The two axes

AI-Resilience

68.6
Physical/on-site coreHow much of the paid work requires hands-on, on-site skilled labor an AI agent cannot perform.
82
Disintermediation resistanceHow hard it is for an AI agent or platform to bypass the contractor and go direct.
62
AI-native entry barrierLicensing, trust, relationships, and physical presence that block AI-native new entrants.
48
Customer lock-inService agreements, recurring maintenance, and relationships that retain customers.
74

AI-Leverage

79.5
Coordination/back-office dragShare of cost/time in coordination, estimating, scheduling, billing — the work AI can orchestrate.
86
Operating-leverage step-changeMargin recoverable from mis-costed jobs, rework, billing lag, and cash trapped in open work.
84
Revenue expansionUpside from better bidding, pull-through, and new service lines AI can unlock.
66
Domain-data amplificationHow much the trade's proprietary job data compounds in value with AI (Level's core thesis).
76

Sub-score weights and definitions: methodology.

The research

Labor & workforce

Median Hourly Wage$17.27
Us Employment2,447,700
Projected 10yr Growth2%
Labor Shortage NoteProjected 351,300 average annual job openings from 2024 to 2034, primarily driven by worker replacement and labor turnover needs.
Sources (4)
  • U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics (
  • 2024
  • U.S. Bureau of Labor Statistics, Employment Projections (
  • U.S. Bureau of Labor Statistics, Employment Projections 2024-2034 (

Market size & structure

Industry Revenue$112.4B
Num Establishments1,264,367

Fragmentation Note. The industry is highly fragmented with low market share concentration; no individual firm holds a major market share (with no single company controlling more than 5% of the market), driven by low barriers to entry and a vast number of small, localized operators.

Sources (2)
  • IBISWorld - Janitorial Services in the US (
  • 2026

Unit economics

Gross Margin12.4%
Net Margin6.3%
Labor Pct Of Revenue68
Revenue Per Employee$45K
Sources (3)
  • ABM Industries Incorporated, Form 10-K for Fiscal Year Ended October 31, 2024
  • IBISWorld, Janitorial Services in the US Industry Report (NAICS 56172), 2026
  • Gitnux Market Research, Commercial Cleaning Industry Statistics & Financial Benchmarks, 2026

Cash cycle

Dso Days60
Retainage10%
Days To Payment83
Cashflow Note88% of contracting and specialty trade firms report trouble with late payments, with 49% of invoices not paid on time per original contract terms.
Sources (4)
  • Level CFO, Cleaning Benchmarks (2026)
  • Levelset / Procore Retainage Guide (2023)
  • Levelset / Procore Construction Cash Flow & Payment Report (2021)
  • Levelset / Procore Construction Cash Flow & Payment Report (2022)

AI exposure

Ai Resistant Work. Physical on-site tasks requiring fine motor skills, tactile sensitivity, spatial dexterity, and adaptability in unpredictable environments remain highly resistant to AI and robotic replacement. These hard-to-automate activities include detailed wiping of irregular surfaces (desks, computer peripherals, light switches, door handles), high-dusting, window and glass partition cleaning, emptying varied or obstructed trash bins, cleaning tight stairwells, edge-and-corner floor care, and post-construction cleaning. According to McKinsey & Company (2025, https://www.mckinsey.com), physical work requiring fine motor manipulation, dexterity, and situational awareness in non-standardized spaces cannot yet be replicated reliably by technology. Additionally, a study by SourceAmerica (2020, https://www.sourceamerica.org) identified high technological barriers in multi-task restroom sanitization and trash collection due to the spatial dexterity required for fixtures and varied bins. Building Service Contractors Association International (BSCAI, 2025, https://www.bscai.org) leaders emphasize that while autonomous machines perform repetitive, open-floor care, human janitorial workers remain essential for detailed cleaning, edge work, emergency spill response, quality verification, and customer relations.

Automatable Work. Back-office coordination, estimating, scheduling, and administrative operations represent the most automatable tasks in commercial janitorial businesses. Key areas include: (1) AI Dispatching & Scheduling: Platforms such as Fieldproxy (2025, https://www.fieldproxy.ai) and FieldCamp (2026, https://www.fieldcamp.ai) utilize AI to evaluate crew proximity, drive times, van capacity, and specific skill certifications (e.g., biohazard or floor care certs) to generate optimal routes, reducing manual planning time by up to 80%. (2) Estimating & Bidding: According to US Tech Automations (2026, https://www.ustechautomations.com), commercial cleaning business owners spend an average of 47 minutes per manual quote; automated estimating software standardizes square footage, room types, cleaning frequencies, and surface materials to produce accurate proposals in minutes. (3) Time & Quality Verification: Software like CleansyAI (2026, https://www.cleansyai.com) and Buildbite (2026, https://www.buildbite.com) automate time-tracking via GPS geofencing, trigger alerts for labor hour overruns, and streamline proof-of-service via digital inspection checklists and photo uploads. (4) Account Management & Billing: AI platforms automate contract conversions, recurring billing, and win-back queues for lapsed maintenance plans.

Adoption Examples. Documented industry studies and real-world deployments highlight substantial automation adoption in commercial cleaning: (1) Autonomous Mobile Robots (AMRs) for Floor Care: SoftBank Robotics and Brain Corp (2019, https://www.softbankrobotics.com) partnered on AI-driven floor-care platforms like the Whiz vacuum cobot. A study highlighted by SedonaTec (2026, https://www.sedonatec.com) detailed Flagship Facility Services deploying nearly 100 SoftBank cobots across 10 U.S. airports (15 locations), logging nearly 10,000 operating hours and cleaning over 35 million square feet, enabling human staff to focus on high-touch surface disinfection. (2) Autonomous Restroom Cleaning: Research cited by AI Plus Info (2026, https://www.aiplusinfo.com) details SOMATIC's autonomous office restroom cleaning robots, which utilize 3D mapping and touchless spray-rinse-vacuum systems for enterprise clients, addressing a key source of worker turnover. (3) Trade Association Data: The Worldwide Cleaning Industry Association (ISSA, 2026, https://www.issashow.com) launched the Robotics & Autonomous Cleaning Experience (R.A.C.E.), citing forecasts that the global cleaning robot market will expand from $14.8 billion in 2025 to $96.8 billion by 2035, propelled by persistent janitorial labor shortages and annual turnover rates averaging ~200% (BSCAI / Level CFO, 2026, https://www.levelcfo.com).

Sources (13)
  • McKinsey & Company (2025) - Agents, robots, and us: How automation will reshape work and the workforce -
  • Building Service Contractors Association International (BSCAI) (2025) - Emerging Trends in Building Service Contracting -
  • SourceAmerica (2020) - Robotics in Janitorial Services: The Horizon of Cleaning Technology -
  • SedonaTec (2026) - Airport Cleaning Robots in Action: Real-World Deployments -
  • ISSA - The Worldwide Cleaning Industry Association (2026) - Robotics & Autonomous Cleaning Experience (R.A.C.E.) -
  • US Tech Automations (2026) - 6 Best Estimating Tools for Cleaning Companies 2026 -
  • Fieldproxy (2025) - AI-Powered Field Service Management -
  • FieldCamp (2026) - AI Janitorial Dispatch & Scheduling -
  • CleansyAI (2026) - Janitorial Software for Multi-Site Management -
  • Buildbite (2026) - Commercial Cleaning Software and Time Tracking -
  • SoftBank Robotics (2019) - How New Commercial Cleaning Technology Will Power the Future of Cleaning -
  • AI Plus Info (2026) - SOMATIC Commercial Restroom Cleaning Robots Study -
  • Level CFO (2026) - Cleaning Benchmarks 2026 -

M&A & consolidation

Consolidation Activity. The US commercial cleaning and janitorial sector is experiencing active private equity consolidation and roll-up activity. The $100B+ market is highly fragmented with tens of thousands of independent local and regional operators. PE sponsors are executing buy-and-build strategies to create scalable platforms, attracted by essential services demand, sticky recurring contract revenues (e.g., daily/weekly routes, multi-year janitorial contracts), opportunities to build route density, and margin expansion through tech integration and back-office centralization.

Typical Ebitda Multiple. Acquisition multiples in the commercial cleaning trade generally range from 3.0x to 6.0x EBITDA for small to mid-market operators, segmented as follows: 2.5x–4.5x SDE/EBITDA for owner-operated local providers (<$1M EBITDA); 4.0x–6.0x EBITDA for established commercial janitorial businesses with recurring contract revenue ($1M–$5M EBITDA); 5.0x–8.0x EBITDA for regional platforms and specialty cleaning niches (such as healthcare, cleanroom, or industrial services with $5M–$10M EBITDA); and 7.0x–12.0x EBITDA for large, nationwide platforms ($10M+ EBITDA).

Notable Acquirers Or Deals. Notable PE platforms, consolidators, and transactions include: (1) ServiceMaster Brands (Roark Capital acquired and built into a $5.5B+ enterprise value platform spanning commercial cleaning and restoration); (2) The Facilities Group (backed by Greenbriar Equity Group and Revolent Capital Solutions, completing add-ons including Excel Building Services and Summit Service Group); (3) Pritchard Industries (acquired by Littlejohn & Co., executing multi-state janitorial roll-ups); (4) 4M Building Services (backed by O2 Investment Partners, acquiring Miracle Clean Services and FKI Cleaning Services in 2025); (5) Kellermeyer Bergensons Services / KBS (acquired by Cerberus Capital Management from GI Partners); and (6) Kleen-Tech Services (backed by Rainier Partners).

Sources (8)
  • CT Acquisitions (2026 Commercial Cleaning Valuation Analysis, ctacquisitions.com); Breakwater M&A (2026 Cleaning & Janitorial Valuation Multiples Report, breakwaterma.com); CleanLink (2024 Private Equity Janitorial Industry Report, cleanlink.com).
  • CT Acquisitions, 2026
  • Breakwater M&A, 2026
  • CleanLink, 2024
  • PR Newswire / Greenbriar Equity Group, 2022
  • Littlejohn & Co. Press Release, 2021
  • Middle Market Growth, 2025
  • Cerberus Capital Management Press Release / KBS Services, 2019

Technology stack

Dominant Fsm Software. Commercial cleaning and janitorial contractors rely on dedicated vertical Field Service Management (FSM) platforms categorized by business tier: Swept (built for distributed, multilingual frontline crews and location tracking), Janitorial Manager (specialized in ISSA-rate bidding workloading, inspections, and work orders), CleanTelligent / Otuvy (focused on quality assurance and inspection audits), Aspire (built for mid-market and enterprise contractors generating $5M+ with deep job costing), WinTeam by TEAM Software (enterprise-grade ERP for 100+ employee janitorial contractors), and Jobber or Housecall Pro (widely used by small-to-midsize hybrid residential and commercial operations).

Common Accounting Software. Intuit QuickBooks (QuickBooks Online, QuickBooks Online Advanced, and QuickBooks Desktop) is the predominant accounting system across small-to-midsize commercial cleaning contractors, with most vertical FSM tools (such as Janitorial Manager, Swept, Jobber, and CleanTelligent) offering direct integrations to QuickBooks for invoicing and payroll. Enterprise-tier janitorial contractors typically utilize WinTeam (TEAM Software), which features a built-in financial and payroll accounting engine tailored for building service contractors, or native end-to-end accounting and job-costing modules within Aspire, along with general systems like Xero.

Adoption Or Integration Note. A significant integration gap exists across the commercial cleaning sector. According to the Aspire 2025 Commercial Cleaning Insights Report, 45% of commercial cleaning businesses rely on 5 to 7 disconnected applications to run daily operations, with 25% of contractors stating their software fails to meet unique trade needs and only 43% leveraging end-to-end business management platforms. Additionally, the Cleaning & Maintenance Management (CMM) Annual Industry Survey notes that 61% of small-to-midsize cleaning contractors still depend on manual spreadsheets for weekly reporting, causing an average invoicing delay of 4.7 days and 12–18% in unmonitored supply cost overruns.

Sources (4)
  • Aspire Software, '2025 Commercial Cleaning Insights Report' (2025) -
  • Cleaning & Maintenance Management (CMM), 'Annual Industry Survey / BSC Benchmarking Report' (2025/2026) -
  • Capterra, 'Janitorial Manager, Swept, Aspire & WinTeam Software Directory and Verified Reviews' (2026) -
  • Agiled Trade Analysis, 'Best All-in-One Software for Commercial Cleaning Companies' (2026) -

Public-company validators

Public-equity comps as an external market-validation axis. Large scaled operators; read as an upper reference, not a typical private contractor.

Company1y returnGross marginEV/EBITDAMarket cap
ABM Industries Incorporated (ABM)-4.5%12.92%10.55$2.76B
Rollins, Inc. (ROL)-22.4%52.6%26.36$21.72B

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