Moderate AI Risk (43–48%)
Rank #932 of all employers
Mister Car Wash, Inc.
Open-data reference.
Weighted average O*NET AI exposure score for this industry's occupation mix
AI Displacement Risk Analysis
Companies in Services-Automotive Repair, Services & Parking face moderate AI displacement risk. While some roles will be augmented by AI, core operations require human judgment, creativity, and complex problem-solving.
Workforce Insight
Mister Car Wash, Inc. (MCW) operates in Services-Automotive Repair, Services & Parking under SIC 7500, mapping to NAICS sector 48-49. The company carries an AI displacement risk grade of C with a weighted exposure score of 40.5%, derived from the occupation mix typical to this industry and mapped against O*NET Database 30.0 task-level automation probabilities. This positions Mister Car Wash, Inc. at rank #932 among all public employers tracked by PlainWorkforce.
Workforce size is not disclosed in recent SEC filings. The estimated occupation mix includes 5 distinct roles drawn from BLS industry-occupation employment distributions, with Gas compressor and gas pumping station operators representing the largest share.
For workers and investors, the Grade C signal matters because it quantifies exposure to a specific macro force, the ongoing displacement pressure from generative AI and robotic process automation, that traditional financial disclosures do not yet capture. Grades A and B indicate workforces anchored in tasks requiring physical presence, complex judgment, or interpersonal skill; Grades D and F concentrate in clerical, administrative, and routine analytical tasks now within reach of large language models. Read this profile alongside the occupation-level task and skill breakdowns and the BLS employment projections to build a complete picture of Mister Car Wash, Inc.'s labor footprint.
Estimated Workforce Occupation Mix
Based on BLS industry-occupation employment distributions for Services-Automotive Repair, Services & Parking. AI exposure scores from O*NET Database 30.0.
| Occupation | Est. Workforce Share | AI Exposure |
|---|---|---|
| Gas compressor and gas pumping station operators SOC 53-7071 | | |
| Shipping, receiving, and inventory clerks SOC 43-5071 | | |
| Security and fire alarm systems installers SOC 49-2098 | | |
| Funeral home managers SOC 11-9171 | | |
| First-line supervisors of landscaping, lawn service, and groundskeeping workers SOC 37-1012 | | |
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Frequently Asked Questions
What is Mister Car Wash, Inc.'s AI risk grade?
Mister Car Wash, Inc. (MCW) has an AI risk grade of C with a score of 40.5% — moderate ai risk (43–48%). Companies in Services-Automotive Repair, Services & Parking face moderate AI displacement risk. While some roles will be augmented by AI, core operations require human judgment, creativity, and complex problem-solving.
How is the AI risk score calculated?
The AI risk score is computed from the company's primary industry (SIC 7500: Services-Automotive Repair, Services & Parking), mapped to Bureau of Labor Statistics occupational employment distributions. For each occupation in the industry workforce, we apply O*NET task-level AI exposure scores and compute a weighted average. A score of 0 means no AI risk; 100 means maximum exposure.
Which occupations at Mister Car Wash, Inc. face the most AI risk?
Based on the industry occupation mix, key roles at Mister Car Wash, Inc. include: Gas compressor and gas pumping station operators (38% AI exposure), Shipping, receiving, and inventory clerks (60% AI exposure), Security and fire alarm systems installers (26% AI exposure). These represent the largest estimated workforce shares.
How many employees does Mister Car Wash, Inc. have?
Mister Car Wash, Inc.'s employee count is not reported in its XBRL filings. Workforce size can vary — check the company's most recent annual report or SEC filings for current data.
Has Mister Car Wash, Inc. had layoffs?
WARN Act layoff notices and workforce reduction history for Mister Car Wash, Inc. are published by state labor agencies and the U.S. Department of Labor. WARN Act data covers mass layoffs affecting 100+ workers, as required by federal reporting. Not all workforce changes are captured in WARN filings.
What industry is Mister Car Wash, Inc. in?
Mister Car Wash, Inc. is classified under SIC code 7500 (Services-Automotive Repair, Services & Parking), which maps to NAICS sector 48-49. Industry classification determines the occupation mix used to compute the AI displacement risk score.
AI risk scores are estimates based on industry-level occupation distributions and may not reflect individual employer hiring practices. Data sources: SEC EDGAR (company SIC codes) · O*NET Database 30.0 (AI exposure scores) · BLS Employment Projections 2024–2034. This is not financial advice.