APA
Business Ideas. (2026). Service business benchmarks: selected modeled scenarios (Version 10671800b0c8c76c) [Modeled scenario data set]. https://business-ideas-demo.pages.dev/benchmarks/services/

MLA
Business Ideas. “Service business benchmarks: selected modeled scenarios.” Modeled scenario data set, version 10671800b0c8c76c, records updated through 2026-09-05, https://business-ideas-demo.pages.dev/benchmarks/services/.

Chicago
Business Ideas. “Service business benchmarks: selected modeled scenarios.” Modeled scenario data set. Records updated through 2026-09-05. Version 10671800b0c8c76c. https://business-ideas-demo.pages.dev/benchmarks/services/.

6 selected modeled scenarios; not measured national averages. Version 10671800b0c8c76c; SHA-256 10671800b0c8c76cd45ca448ac54eb9fe63f39e98586c13092ebad40c5fb35b4. Includes source keys, access dates and assumption evidence. No reuse license is granted for third-party source material.

Sources
[auto-equipment] BendPak. Automotive Repair Shop Equipment. https://www.bendpak.com/repair-shops Accessed 2026-09-05. Tier: vendor. Original equipment supplier describes repair-shop systems and lifts. Used for physical setup and maintenance context, not as a quote for the existing opening allocation.

[auto-report] PartsTech. State of General Auto Repair Shops in the U.S., 2025. https://get.partstech.com/repair_shop_report_2025_oec Accessed 2026-09-05. Tier: industry. Shop survey context for car count, labor billing and repair orders. The modeled eight daily orders are a capacity scenario, not a national average.

[bls-animal] U.S. Bureau of Labor Statistics. Animal Care and Service Workers: Occupational Outlook Handbook. https://www.bls.gov/ooh/personal-care-and-service/animal-care-and-service-workers.htm Accessed 2026-09-05. Tier: primary. Groomer tasks, training and alternative delivery settings. Broad animal-care pay data does not certify groomer compensation, salon capacity or profit.

[bls-auto] U.S. Bureau of Labor Statistics. Automotive Service Technicians and Mechanics: Occupational Outlook Handbook. https://www.bls.gov/ooh/installation-maintenance-and-repair/automotive-service-technicians-and-mechanics.htm Accessed 2026-09-05. Tier: primary. Repair duties, technical training and certification context. Skilled payroll and service capacity need a shop-specific roster; billed labor prices and profitability are not occupational wage statistics.

[bls-cleaners] U.S. Bureau of Labor Statistics. Janitors and Building Cleaners: Occupational Outlook Handbook. https://www.bls.gov/ooh/building-and-grounds-cleaning/janitors-and-building-cleaners.htm Accessed 2026-09-05. Tier: primary. Labor-market context. Owner pay, hours and staffing in each model remain explicit planning assumptions.

[bls-grounds] U.S. Bureau of Labor Statistics. Grounds Maintenance Workers: Occupational Outlook Handbook. https://www.bls.gov/ooh/building-and-grounds-cleaning/grounds-maintenance-workers.htm Accessed 2026-09-05. Tier: primary. Grounds crew duties, trainability, physical work and seasonal employment context. Chemical-application requirements depend on service and jurisdiction; this is not a local route demand or wage quotation.

[car-wash-guide] PELCO Systems. Car Wash Investor Guide. https://pelcosystems.com/wp-content/uploads/2023/09/CarWashInvestorGuide2023.pdf Accessed 2026-09-05. Tier: vendor. Equipment supplier's planning reference, published in 2023. Local construction, utility connections and lease quotes are still required.

[cleaning-bls-2025] U.S. Bureau of Labor Statistics. Occupational Employment and Wages, May 2025. https://www.bls.gov/news.release/archives/ocwage_05152026.pdf Accessed 2026-09-05. Tier: primary. Table 1 reports maids/housekeeping cleaners at $17.83 hourly mean and $17.07 median nationally. These cross-industry wages are context, not this crew's local wage offer or customer billing rate; employer benefits are excluded.

[cleaning-census-2022] U.S. Census Bureau. 2022 NAICS 561720: Janitorial Services. https://www.census.gov/naics/?details=561720&input=561720&year=2022 Accessed 2026-09-05. Tier: primary. Classifies outsourced residential and maid cleaning in 561720. It does not describe this company's addressable market, prices or headcount.

[cleaning-dol-breaks] U.S. Department of Labor. FLSA Hours Worked Advisor: Rest and Meal Periods. https://webapps.dol.gov/elaws/whd/flsa/hoursworked/screenEr4.asp Accessed 2026-09-05. Tier: primary. Short rest periods count as paid time; uninterrupted bona fide meal periods have different treatment. State rules can add obligations. Does not establish this company's break schedule.

[cleaning-dol-travel] U.S. Department of Labor. FLSA Hours Worked Advisor: Travel Between Job Sites. https://webapps.dol.gov/elaws/whd/flsa/hoursworked/screenER67.asp Accessed 2026-09-05. Tier: primary. Job-related duties and travel between job sites during the workday count as hours worked. Supports including route travel in paid hours, not a particular travel allowance.

[cleaning-enterprise-vehicles] Enterprise Car Sales. Used cargo vans. https://www.enterprisecarsales.com/content/carsales-web/us/en_us/search/buy-a-car/cargo-vans.html Accessed 2026-09-05. Tier: vendor. Supports the existence of a retail used cargo-van procurement channel. Inventory and displayed pricing depend on location and render state. No numeric vehicle price is treated as a verified quote; two-vehicle purchase, fees and repair allowances are modeled.

[cleaning-insureon-house] Insureon. House cleaning business insurance costs. https://www.insureon.com/cleaning-business-insurance/house-cleaners/cost Accessed 2026-09-05. Tier: vendor. Broker's house-cleaner page reports policy medians from its own applicant/customer population, with premiums affected by scope, payroll, vehicles and location. It is not a quote for two vehicles and five working roles; model insurance allowances require underwriting.

[cleaning-irs-classification] Internal Revenue Service. Independent contractor or employee?. https://www.irs.gov/businesses/small-businesses-self-employed/independent-contractor-self-employed-or-employee Accessed 2026-09-05. Tier: primary. Federal employment-tax classification considers the actual relationship, including control and independence. Supports treating classification as a factual review, not merely selecting a payment form. State and other federal tests require their own review.

[cleaning-irs-hiring] Internal Revenue Service. Hiring employees. https://www.irs.gov/businesses/small-businesses-self-employed/hiring-employees Accessed 2026-09-05. Tier: primary. Outlines employment authorization verification and payroll records including I-9, W-4 and W-2. It does not certify a worker classification, local hiring procedure or payroll-provider setup.

[cleaning-irs-payroll-2026] Internal Revenue Service. Publication 15 (2026), Employer's Tax Guide. https://www.irs.gov/publications/p15 Accessed 2026-09-05. Tier: primary. Employer Social Security is 6.2% up to the 2026 wage base; Medicare is 1.45%. Tips and unemployment taxes need separate treatment. The model's additional unemployment and workers' compensation allowances are not IRS rates.

[cleaning-molly-faq] Molly Maid. House cleaning service FAQs. https://www.mollymaid.com/faqs/ Accessed 2026-09-05. Tier: vendor. Documents recurring and occasional booking formats and a no-contract approach. Supports repeat-service context and switching exposure; does not establish this startup's retention, demand history or local competition density.

[cleaning-molly-pricing] Molly Maid. Residential cleaning pricing. https://www.mollymaid.com/pricing/ Accessed 2026-09-05. Tier: vendor. An original service provider explains customized estimates and scope-dependent pricing. It does not publish a national price average or validate the model's blended invoice.

[cleaning-osha-chemicals] Occupational Safety and Health Administration and NIOSH. Protecting Workers Who Use Cleaning Chemicals. https://www.osha.gov/sites/default/files/publications/OSHA3512.pdf Accessed 2026-09-05. Tier: primary. Supports chemical selection, hazard communication, worker training, labels, safety data sheets and avoiding incompatible mixtures. It supplies no injury probability, wage or startup-cost estimate.

[cleaning-sanitaire-equipment] Sanitaire Commercial. Commercial upright vacuum cleaners. https://www.sanitairecommercial.com/collections/upright-vacuums Accessed 2026-09-05. Tier: vendor. Observed SC5500B price is $463.99 before any applicable delivery/tax. Supports availability and price scale for one commercial vacuum only. Three rounded vacuum allowances plus other tools make up the modeled equipment budget.

[cleaning-sba-launch] U.S. Small Business Administration. Launch your business. https://www.sba.gov/counseling/launch-your-business/ Accessed 2026-09-05. Tier: primary. Identifies registration, tax IDs, licenses, insurance and local zoning checks, including home-based businesses. Does not establish local permit fees or a universal residential-cleaning exemption.

[cleaning-sba-planning] U.S. Small Business Administration. Plan your business. https://www.sba.gov/counseling/plan-your-business/ Accessed 2026-09-05. Tier: primary. Supports distinguishing startup commitments and recurring expenses and researching a market before committing funds. The selected reserve, recruiting, storage, marketing, cash timing and other budget allowances are author assumptions.

[cleaning-stripe-pricing] Stripe. Payments and invoicing pricing. https://stripe.com/pricing Accessed 2026-09-05. Tier: vendor. US domestic online card pricing is 2.9% plus $0.30 per successful charge, with Invoicing Starter at 0.4% per paid invoice. The model's 4% processing allowance also allows for processing tips and possible sales tax; it is not a Stripe quoted blended rate.

[cleaning-tidy-prices] The Tidy Homes. House cleaning pricing. https://thetidyhomes.com/pricing/ Accessed 2026-09-05. Tier: vendor. Hancock, Michigan provider lists one-time work at $60 for one cleaner-hour or $100 for a two-cleaner elapsed hour, with recurring visits priced separately. Demonstrates unit/scope differences and competitive alternatives; does not validate the model's prices or sales.

[cleaning-virabusters-prices] ViraBusters. Pittsburgh house cleaning prices. https://virabusters.com/pittsburgh-house-cleaning-prices Accessed 2026-09-05. Tier: vendor. Published rates are $55 weekly, $57 biweekly, $60 monthly and $75 or more for one-time work per cleaner labor hour, plus applicable tax. Scope and duration affect the final charge. This is one Pittsburgh provider's offer, not a national average or a quote for the modeled route.

[cleaning-zep-supplies] Zep Inc.. Concentrated Neutral pH Floor Cleaner, ZUNEUT128. https://zep.com/products/concentrated-neutral-ph-floor-cleaner-zuneut128 Accessed 2026-09-05. Tier: vendor. Manufacturer offers concentrated floor cleaner in case variants. The displayed amount and selected case can vary, so no unit price or dilution rate is used as a model input. Provides product/safety-label context only; the per-job supply basket remains an assumption.

[grooming-equipment] Groomer's Choice. Professional Grooming Equipment and Consumables. https://national.groomerschoice.com/ Accessed 2026-09-05. Tier: vendor. Equipment scope for a salon; obtain current tub, table, dryer and installation quotations before funding.

[landscaping-guide] Jobber. How to Start a Lawn Care Business. https://www.getjobber.com/academy/lawn-care/how-to-start-lawn-care-business/ Accessed 2026-09-05. Tier: vendor. Equipment and launch guidance; buying a truck or trailer can add $30,000 or more. This model adds a staffed operating reserve.

[laundry-guide] Speed Queen Commercial / Alliance Laundry Systems. Learn what it takes to open a coin laundry. https://speedqueencommercial.com/en-us/news/learn-what-it-takes-to-open-a-coin-laundry/ Accessed 2026-09-05. Tier: vendor. Original manufacturer describes equipment, layout, local permit and utility-connection planning plus recurring utilities and insurance. It does not quote this model's opening costs or profits.

[sba-startup] U.S. Small Business Administration. Estimate startup costs and operating cash. https://www.sba.gov/blog/2017/2017-01/how-estimate-starting-costs/ Accessed 2026-09-05. Tier: primary. Framework for startup spending and operating reserves. It does not verify the individual budgets or forecasts on this site.

[scoring-energy-commercial-washers] ENERGY STAR / U.S. Environmental Protection Agency. Commercial Clothes Washers. https://www.energystar.gov/products/commercial_clothes_washers Accessed 2026-09-05. Tier: primary. Describes commercial laundry equipment, route/distributor responsibilities and on-site multifamily laundry alternatives. No advertised efficiency percentage is applied to this laundromat's machine mix or utility bill.

[scoring-epa-vehicle-washes] U.S. Environmental Protection Agency. WaterSense at Work Section 5.4: Vehicle Washes. https://www.epa.gov/system/files/documents/2023-11/ws-commercial-bmp-watersenseatwork_section5.4_vehiclewashes.pdf Accessed 2026-09-05. Tier: primary. Distinguishes self-service, in-bay and conveyor washing and explains water-system operation and maintenance. Supports plant and utility constraints; no water volume, tariff or reclaim saving is adopted into the model.

[scoring-ftc-auto] Federal Trade Commission. Auto Repair Basics. https://consumer.ftc.gov/articles/0211-auto-repair-basics Accessed 2026-09-05. Tier: primary. Original consumer guidance identifies repair-shop comparison, estimates, technician experience and manufacturer maintenance schedules. Supports recurring repair need and ordinary service differentiation; no local demand count is established.

[scoring-ica-operations-2026] International Carwash Association. The Winning Car Wash Playbook. https://www.carwash.org/car-wash-magazine-complimentary-content/the-winning-car-wash-playbook Accessed 2026-09-05. Tier: industry. Original industry reporting illustrates equipment faults, maintenance routines, competitive alternatives and weather exposure. Its named hybrid self-service/in-bay operator is context, not a representative sample or this four-bay forecast.

[scoring-laundry-location] Speed Queen Commercial / Alliance Laundry Systems. Finding a Location for a Laundromat. https://speedqueencommercial.com/en-us/news/laundromats/finding-a-location-for-a-laundromat/ Accessed 2026-09-05. Tier: vendor. Manufacturer describes recurring laundry need and the relevance of convenience, renters and access to household machines. Use as a catchment-selection mechanism, not proof of an underserved neighborhood.

[scoring-maryland-lawn-calendar] University of Maryland Extension. Lawn Maintenance Calendar. https://www.extension.umd.edu/resource/lawn-maintenance-calendar Accessed 2026-09-05. Tier: primary. Original state-extension guidance shows that lawn tasks vary with grass type, season and dormancy. Supports the need for a local annual service calendar; Maryland frequencies are not used as nationwide demand assumptions.

[scoring-petsmart-faq] PetSmart. Dog Grooming FAQ. https://services.petsmart.com/content/grooming-faq Accessed 2026-09-05. Tier: vendor. Provider booking and service guidance supports individualized pricing, repeat coat-care occasions and at-home substitution. Its service advice is not a universal medical schedule or an independent salon price.

[scoring-petsmart-process] PetSmart. Our Pet Grooming Process and FAQs. https://services.petsmart.com/content/grooming-process Accessed 2026-09-05. Tier: vendor. Original provider explains that appointment duration and stages vary with size, coat and service. Drop-off-to-pickup time includes waiting; it is not continuous groomer labor time or a salon capacity benchmark.