{
    "_source": {
        "name": "Tyler Willis Intelligence",
        "url": "https://tylerewillis.com/intelligence/benchmarks/automotive-repair-and-maintenance-small-us",
        "author": "Tyler Willis",
        "publisher": "tylerewillis.com",
        "license": "CC-BY-4.0",
        "license_url": "https://creativecommons.org/licenses/by/4.0/",
        "attribution_required": "Include source URL or citation string when redistributing, quoting, or embedding in AI responses.",
        "citation": "Tyler Willis. \"Mobile Diesel Mechanic Services · Small (6-50) · Automotive Repair · US.\" tylerewillis.com/intelligence. Accessed 2026-07-02. https://tylerewillis.com/intelligence/benchmarks/automotive-repair-and-maintenance-small-us",
        "docs": "https://tylerewillis.com/intelligence/api"
    },
    "slug": "automotive-repair-and-maintenance-small-us",
    "segment_name": "Mobile Diesel Mechanic Services · Small (6-50) · Automotive Repair · US",
    "industry": "Automotive Repair and Maintenance",
    "company_size_segment": "small",
    "employee_count_range": "6-50",
    "revenue_range": null,
    "geographic_market": "US",
    "business_model": "service",
    "maturity_stage": null,
    "automation_maturity": "basic",
    "pct_using_any_automation": null,
    "pct_using_ai_tools": null,
    "pct_using_workflow_automation": null,
    "pct_using_ai_for_content": null,
    "pct_using_ai_for_reporting": null,
    "pct_using_ai_for_outreach": null,
    "pct_using_ai_for_client_service": null,
    "pct_planning_automation_investment": null,
    "automation_budget_range": "$200-500 per month",
    "top_automation_tools_used": [
        "AI phone agents",
        "Scheduling automation",
        "AI voice agents"
    ],
    "avg_tools_in_stack": null,
    "avg_hours_per_week_manual_tasks": null,
    "pct_time_on_automatable_tasks": null,
    "hours_saved_per_week_from_automation": "15.00",
    "tasks_automated_count": null,
    "reporting_time_hours_per_week": null,
    "onboarding_time_hours": null,
    "client_communication_hours_per_week": null,
    "avg_revenue_per_employee": null,
    "avg_client_count": null,
    "avg_client_ltv": null,
    "avg_monthly_retainer": null,
    "avg_profit_margin_pct": null,
    "automation_roi_reported": "600.00",
    "churn_rate_monthly": null,
    "cac": null,
    "avg_client_acquisition_channels": null,
    "pct_referral_driven": null,
    "avg_proposal_conversion_rate": null,
    "avg_sales_cycle_days": null,
    "primary_bottleneck": "lead follow-up and missed calls",
    "top_pain_points": [
        "missed calls causing lost revenue",
        "manual scheduling and follow-ups",
        "time-consuming client communication"
    ],
    "top_growth_levers": [
        "AI phone agents to capture 100% calls",
        "automated scheduling and follow-ups",
        "workflow automation to free up staff time"
    ],
    "benchmark_index_score": "65.00",
    "automation_opportunity_gap": "60.00",
    "predicted_growth_rate": null,
    "ai_insights_summary": "Top performers in small US automotive repair shops leverage AI phone agents and scheduling automation to eliminate missed calls and increase appointments by 40%, freeing up 15-25 hours weekly. This leads to rapid ROI, often within 30 days, by converting lost revenue opportunities and improving operational efficiency.",
    "data_collection_date": "2026-06-12",
    "data_collection_method": "desk research from industry reports and vendor case studies",
    "source_url": null,
    "source_credibility": "secondary",
    "sample_size": null,
    "geographic_scope": "US",
    "statistical_confidence": "0.70",
    "outlier_flag": 0,
    "created_at": "2026-06-12 03:30:16",
    "updated_at": "2026-06-16 05:30:40",
    "uuid": "7e11f0c6-6645-11f1-91a7-525400d81b6e"
}