{
  "name": "Automotive Services",
  "edition_label": "October 2026",
  "edition_updated_at": "2026-10-11",
  "slug": "automotive-services",
  "kind": "industry",
  "parent_slug": null,
  "url": "https://madgicx.com/labs/industries/automotive-services",
  "scope": "Category research. Verified account AOV aggregate supplied separately.",
  "directory_status": "deferred",
  "page_readiness": "published",
  "directory_notice": null,
  "benchmark": {
    "status": "verified_aggregate",
    "slug": "automotive-services",
    "parent_slug": null,
    "cohort_scope": "root_and_children",
    "median_aov_usd": 78.78,
    "p25_aov_usd": 37.72,
    "p75_aov_usd": 232.65,
    "metric_window": null,
    "scope_label": "Equal-weight AOV benchmark",
    "methodology": "Median and middle 50% of observed account-level average order values in USD, with each account weighted equally. Use this range as a comparison, not a profitability measure.",
    "read_at": "2026-10-11T14:06:40.917993+00:00",
    "period_label": "Dated snapshot",
    "citation": "Madgicx Research & Labs. Automotive Services account AOV: median $78.78; middle 50% $37.72 to $232.65. Snapshot read 11 October 2026. https://madgicx.com/labs/industries/automotive-services#benchmark",
    "source": {
      "name": "Madgicx Research & Labs",
      "url": "https://madgicx.com/labs/industries/automotive-services#benchmark"
    }
  },
  "metric_definitions": [],
  "metric_definitions_scope": "Definitions only; no ACV, MRR or ARPU benchmark or measured correlation is supplied.",
  "brands": null,
  "answers": [
    {
      "group": "In this industry",
      "id": "answer-auto-repair-estimate",
      "question": "Why is an inspection or repair estimate different from a final service purchase?",
      "text": "Firestone explains that repair needs and timing depend on the assessed work and parts. An inspection establishes scope before a final repair is agreed. Make the advertised assessment and any paid repair separate business stages, and use the completed service scope when interpreting purchase value rather than assuming every appointment has the same invoice.",
      "context": "",
      "url": "https://madgicx.com/labs/industries/automotive-services#answer-auto-repair-estimate",
      "citation": "Madgicx Research & Labs. Automotive Services. Why is an inspection or repair estimate different from a final service purchase? Firestone explains that repair needs and timing depend on the assessed work and parts. An inspection establishes scope before a final repair is agreed. Make the advertised assessment and any paid repair separate business stages, and use the completed service scope when interpreting purchase value rather than assuming every appointment has the same invoice.  Source: https://www.firestonecompleteautocare.com/repair/ Answer: https://madgicx.com/labs/industries/automotive-services#answer-auto-repair-estimate",
      "source_url": "https://www.firestonecompleteautocare.com/repair/"
    },
    {
      "group": "In this industry",
      "id": "answer-auto-maintenance-repair",
      "question": "How should preventive maintenance creative differ from repair creative?",
      "text": "Firestone’s repair FAQ distinguishes maintenance from work that fixes a problem. Describe the preventive service or the assessed repair being offered, and show an appropriate service destination. An oil-service appointment, a suspension repair and a general inspection have different scopes even when one provider offers all three.",
      "context": "",
      "url": "https://madgicx.com/labs/industries/automotive-services#answer-auto-maintenance-repair",
      "citation": "Madgicx Research & Labs. Automotive Services. How should preventive maintenance creative differ from repair creative? Firestone’s repair FAQ distinguishes maintenance from work that fixes a problem. Describe the preventive service or the assessed repair being offered, and show an appropriate service destination. An oil-service appointment, a suspension repair and a general inspection have different scopes even when one provider offers all three.  Source: https://www.firestonecompleteautocare.com/repair/ Answer: https://madgicx.com/labs/industries/automotive-services#answer-auto-maintenance-repair",
      "source_url": "https://www.firestonecompleteautocare.com/repair/"
    },
    {
      "group": "In this industry",
      "id": "answer-auto-wash-location",
      "question": "Can a wash membership ad promise the same service at every location?",
      "text": "Mister Car Wash’s membership help distinguishes wash offerings and notes that full-service options are available at selected locations. Show the relevant location and plan, then confirm which exterior or interior services it includes. A network-wide membership message should not imply that every branch performs the same work.",
      "context": "",
      "url": "https://madgicx.com/labs/industries/automotive-services#answer-auto-wash-location",
      "citation": "Madgicx Research & Labs. Automotive Services. Can a wash membership ad promise the same service at every location? Mister Car Wash’s membership help distinguishes wash offerings and notes that full-service options are available at selected locations. Show the relevant location and plan, then confirm which exterior or interior services it includes. A network-wide membership message should not imply that every branch performs the same work.  Source: https://mistercarwash.com/hc-uwc/ Answer: https://madgicx.com/labs/industries/automotive-services#answer-auto-wash-location",
      "source_url": "https://mistercarwash.com/hc-uwc/"
    },
    {
      "group": "In this industry",
      "id": "answer-auto-wash-payment-use",
      "question": "Is a membership payment the same event as a redeemed car wash?",
      "text": "Mister Car Wash's terms describe recurring monthly membership charges, while its help page describes first-visit activation after online signup. Payment, activation and later wash visits have different meanings. Compare recurring charges with the membership sold and track use separately; a redeemed visit alone does not establish a new order or lifetime value.",
      "context": "",
      "url": "https://madgicx.com/labs/industries/automotive-services#answer-auto-wash-payment-use",
      "citation": "Madgicx Research & Labs. Automotive Services. Is a membership payment the same event as a redeemed car wash? Mister Car Wash's terms describe recurring monthly membership charges, while its help page describes first-visit activation after online signup. Payment, activation and later wash visits have different meanings. Compare recurring charges with the membership sold and track use separately; a redeemed visit alone does not establish a new order or lifetime value.  Source: https://mistercarwash.com/hc-uwc/ Answer: https://madgicx.com/labs/industries/automotive-services#answer-auto-wash-payment-use",
      "source_url": "https://mistercarwash.com/hc-uwc/"
    },
    {
      "group": "Read the benchmark",
      "id": "answer-median-aov",
      "question": "What is the average order value benchmark for Automotive Services?",
      "text": "The median account AOV for Automotive Services is $78.78 USD. This is the middle account-level average order value in the benchmark.",
      "context": "USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026.",
      "url": "https://madgicx.com/labs/industries/automotive-services#answer-median-aov",
      "citation": "Madgicx Research & Labs. Automotive Services. What is the average order value benchmark for Automotive Services? The median account AOV for Automotive Services is $78.78 USD. This is the middle account-level average order value in the benchmark. USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026. Source: https://madgicx.com/labs/industries/automotive-services#benchmark Answer: https://madgicx.com/labs/industries/automotive-services#answer-median-aov",
      "source_url": "https://madgicx.com/labs/industries/automotive-services#benchmark"
    },
    {
      "group": "Read the benchmark",
      "id": "answer-aov-range",
      "question": "What is the typical AOV range in Automotive Services?",
      "text": "The middle 50% of account AOVs runs from $37.72 to $232.65 USD. This is the interquartile range, not the minimum and maximum.",
      "context": "USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026.",
      "url": "https://madgicx.com/labs/industries/automotive-services#answer-aov-range",
      "citation": "Madgicx Research & Labs. Automotive Services. What is the typical AOV range in Automotive Services? The middle 50% of account AOVs runs from $37.72 to $232.65 USD. This is the interquartile range, not the minimum and maximum. USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026. Source: https://madgicx.com/labs/industries/automotive-services#benchmark Answer: https://madgicx.com/labs/industries/automotive-services#answer-aov-range",
      "source_url": "https://madgicx.com/labs/industries/automotive-services#benchmark"
    },
    {
      "group": "Read the benchmark",
      "id": "answer-lower-quartile-aov",
      "question": "What is the lower-quartile AOV?",
      "text": "The 25th-percentile account AOV is $37.72 USD. It marks the lower edge of the middle 50% of this distribution.",
      "context": "USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026.",
      "url": "https://madgicx.com/labs/industries/automotive-services#answer-lower-quartile-aov",
      "citation": "Madgicx Research & Labs. Automotive Services. What is the lower-quartile AOV? The 25th-percentile account AOV is $37.72 USD. It marks the lower edge of the middle 50% of this distribution. USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026. Source: https://madgicx.com/labs/industries/automotive-services#benchmark Answer: https://madgicx.com/labs/industries/automotive-services#answer-lower-quartile-aov",
      "source_url": "https://madgicx.com/labs/industries/automotive-services#benchmark"
    },
    {
      "group": "Read the benchmark",
      "id": "answer-upper-quartile-aov",
      "question": "What is the upper-quartile AOV?",
      "text": "The 75th-percentile account AOV is $232.65 USD. It marks the upper edge of the middle 50%, not a performance target.",
      "context": "USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026.",
      "url": "https://madgicx.com/labs/industries/automotive-services#answer-upper-quartile-aov",
      "citation": "Madgicx Research & Labs. Automotive Services. What is the upper-quartile AOV? The 75th-percentile account AOV is $232.65 USD. It marks the upper edge of the middle 50%, not a performance target. USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026. Source: https://madgicx.com/labs/industries/automotive-services#benchmark Answer: https://madgicx.com/labs/industries/automotive-services#answer-upper-quartile-aov",
      "source_url": "https://madgicx.com/labs/industries/automotive-services#benchmark"
    },
    {
      "group": "Read the benchmark",
      "id": "answer-aov-calculation",
      "question": "What does this AOV benchmark show?",
      "text": "Median and middle 50% of observed account-level average order values in USD, with each account weighted equally. Use this range as a comparison, not a profitability measure.",
      "context": "USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026.",
      "url": "https://madgicx.com/labs/industries/automotive-services#answer-aov-calculation",
      "citation": "Madgicx Research & Labs. Automotive Services. What does this AOV benchmark show? Median and middle 50% of observed account-level average order values in USD, with each account weighted equally. Use this range as a comparison, not a profitability measure. USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026. Source: https://madgicx.com/labs/industries/automotive-services#benchmark Answer: https://madgicx.com/labs/industries/automotive-services#answer-aov-calculation",
      "source_url": "https://madgicx.com/labs/industries/automotive-services#benchmark"
    },
    {
      "group": "Put it in context",
      "id": "answer-median-or-mean",
      "question": "Is this the mean AOV across all orders?",
      "text": "No. It is the median of account-level average order values. Each account receives equal weight; it is not a pooled average of every order.",
      "context": "USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026.",
      "url": "https://madgicx.com/labs/industries/automotive-services#answer-median-or-mean",
      "citation": "Madgicx Research & Labs. Automotive Services. Is this the mean AOV across all orders? No. It is the median of account-level average order values. Each account receives equal weight; it is not a pooled average of every order. USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026. Source: https://madgicx.com/labs/industries/automotive-services#benchmark Answer: https://madgicx.com/labs/industries/automotive-services#answer-median-or-mean",
      "source_url": "https://madgicx.com/labs/industries/automotive-services#benchmark"
    },
    {
      "group": "Put it in context",
      "id": "answer-benchmark-period",
      "question": "When was this benchmark snapshot read?",
      "text": "The snapshot was read on 11 October 2026.",
      "context": "USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026.",
      "url": "https://madgicx.com/labs/industries/automotive-services#answer-benchmark-period",
      "citation": "Madgicx Research & Labs. Automotive Services. When was this benchmark snapshot read? The snapshot was read on 11 October 2026. USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026. Source: https://madgicx.com/labs/industries/automotive-services#benchmark Answer: https://madgicx.com/labs/industries/automotive-services#answer-benchmark-period",
      "source_url": "https://madgicx.com/labs/industries/automotive-services#benchmark"
    },
    {
      "group": "Put it in context",
      "id": "answer-benchmark-coverage",
      "question": "Which industry or subcategory does this benchmark cover?",
      "text": "This benchmark covers Automotive Services classifications at the industry root and its subcategories. It is an aggregated advertising-data benchmark, not a census of all businesses.",
      "context": "USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026.",
      "url": "https://madgicx.com/labs/industries/automotive-services#answer-benchmark-coverage",
      "citation": "Madgicx Research & Labs. Automotive Services. Which industry or subcategory does this benchmark cover? This benchmark covers Automotive Services classifications at the industry root and its subcategories. It is an aggregated advertising-data benchmark, not a census of all businesses. USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026. Source: https://madgicx.com/labs/industries/automotive-services#benchmark Answer: https://madgicx.com/labs/industries/automotive-services#answer-benchmark-coverage",
      "source_url": "https://madgicx.com/labs/industries/automotive-services#benchmark"
    },
    {
      "group": "Put it in context",
      "id": "answer-compare-aov",
      "question": "How can I compare my AOV with this benchmark?",
      "text": "Enter your AOV in USD in the comparison field above. It shows the difference from the median and whether your value falls below, within or above the middle 50%. Your entered amount stays on this page.",
      "context": "USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026.",
      "url": "https://madgicx.com/labs/industries/automotive-services#answer-compare-aov",
      "citation": "Madgicx Research & Labs. Automotive Services. How can I compare my AOV with this benchmark? Enter your AOV in USD in the comparison field above. It shows the difference from the median and whether your value falls below, within or above the middle 50%. Your entered amount stays on this page. USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026. Source: https://madgicx.com/labs/industries/automotive-services#benchmark Answer: https://madgicx.com/labs/industries/automotive-services#answer-compare-aov",
      "source_url": "https://madgicx.com/labs/industries/automotive-services#benchmark"
    },
    {
      "group": "Put it in context",
      "id": "answer-aov-performance",
      "question": "Does an above-median AOV mean better advertising performance?",
      "text": "The comparison describes position in the account AOV distribution, not profitability. It is not a performance score.",
      "context": "USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026.",
      "url": "https://madgicx.com/labs/industries/automotive-services#answer-aov-performance",
      "citation": "Madgicx Research & Labs. Automotive Services. Does an above-median AOV mean better advertising performance? The comparison describes position in the account AOV distribution, not profitability. It is not a performance score. USD · Equal-weight AOV benchmark. Snapshot read 11 October 2026. Source: https://madgicx.com/labs/industries/automotive-services#benchmark Answer: https://madgicx.com/labs/industries/automotive-services#answer-aov-performance",
      "source_url": "https://madgicx.com/labs/industries/automotive-services#benchmark"
    },
    {
      "group": "Use this research",
      "id": "answer-download-research",
      "question": "Can I download this industry research?",
      "text": "The exports section provides this edition in Markdown and JSON, along with a research index. Credit Madgicx Research & Labs and link to the exact source. Keep its snapshot date and scope.",
      "context": "",
      "url": "https://madgicx.com/labs/industries/automotive-services#answer-download-research",
      "citation": "Madgicx Research & Labs. Automotive Services. Can I download this industry research? The exports section provides this edition in Markdown and JSON, along with a research index. Credit Madgicx Research & Labs and link to the exact source. Keep its snapshot date and scope.  Source: https://madgicx.com/labs/industries/automotive-services#reuse Answer: https://madgicx.com/labs/industries/automotive-services#answer-download-research",
      "source_url": "https://madgicx.com/labs/industries/automotive-services#reuse"
    },
    {
      "group": "Use this research",
      "id": "answer-cite-research",
      "question": "How should I cite a finding from this page?",
      "text": "Credit Madgicx Research & Labs and link to the exact source. Keep its snapshot date and scope.",
      "context": "",
      "url": "https://madgicx.com/labs/industries/automotive-services#answer-cite-research",
      "citation": "Madgicx Research & Labs. Automotive Services. How should I cite a finding from this page? Credit Madgicx Research & Labs and link to the exact source. Keep its snapshot date and scope.  Source: https://madgicx.com/labs/industries/automotive-services#reuse Answer: https://madgicx.com/labs/industries/automotive-services#answer-cite-research",
      "source_url": "https://madgicx.com/labs/industries/automotive-services#reuse"
    }
  ]
}