{
  "apiVersion": 1,
  "self": "https://washindex.com/api/cities/auburn-wa.json",
  "humanUrl": "https://washindex.com/car-wash-cities/auburn-wa",
  "msaApiUrl": "https://washindex.com/api/msas/seattle.json",
  "msaHumanUrl": "https://washindex.com/car-wash-markets/seattle",
  "apiRoot": "https://washindex.com/api/index.json",
  "glossary": "https://washindex.com/glossary",
  "methodology": "https://washindex.com/methodology",
  "notice": "Stripped field: mapSvg (available in the HTML page). Includes places[] (per-location), formatStats[], chainsRanked[], scatter[], incomeBuckets[], zips[]. See the methodology page for field definitions.",
  "slug": "auburn-wa",
  "name": "Auburn",
  "state": "WA",
  "msa": {
    "slug": "seattle",
    "name": "Seattle",
    "fullName": "Seattle-Tacoma-Bellevue, WA"
  },
  "generatedAt": "2026-05-20T09:25:43.341Z",
  "summary": {
    "totalLocations": 13,
    "totalChains": 3,
    "independentLocationCount": 8,
    "totalReviews": 3250,
    "scoredReviews": 1083,
    "weightedAvgRating": 4.517230769230769,
    "damageRate": 0.012003693444136657,
    "membershipMentionRate": 0.012003693444136657,
    "membershipCancellationRate": 0.07692307692307693,
    "upsellPressureRate": 0.002770083102493075,
    "zipsWithIncomeData": 3,
    "medianHouseholdIncomeWeighted": 59375
  },
  "aspectScores": {
    "price": 0.610738255033557,
    "wait_time": 0.8541666666666666,
    "result_quality": 0.9041980624327234,
    "staff": 0.9416553595658074,
    "equipment_working": -0.7142857142857143,
    "cleanliness_of_facility": 0.7692307692307693,
    "membership_value": 0.7142857142857143
  },
  "formatStats": [
    {
      "format": "detail_shop",
      "locationCount": 9,
      "reviewsCount": 1670,
      "scoredReviews": 924,
      "avgRating": 4.96431137724551,
      "damageRate": 0.003246753246753247,
      "cancellationRate": 0
    },
    {
      "format": "inbay_automatic",
      "locationCount": 2,
      "reviewsCount": 400,
      "scoredReviews": 44,
      "avgRating": 3.3935000000000004,
      "damageRate": 0.045454545454545456,
      "cancellationRate": null
    },
    {
      "format": "express_tunnel",
      "locationCount": 2,
      "reviewsCount": 1180,
      "scoredReviews": 115,
      "avgRating": 4.26542372881356,
      "damageRate": 0.06956521739130435,
      "cancellationRate": 0.16666666666666666
    }
  ],
  "chainsRanked": [
    {
      "name": "Elephant Car Wash",
      "locationCount": 2,
      "reviewsCount": 400,
      "scoredReviews": 44,
      "avgRating": 3.3935000000000004,
      "damageRate": 0.045454545454545456,
      "cancellationRate": null,
      "membershipMentionRate": 0,
      "upsellPressureRate": 0,
      "aspectScores": {
        "price": -1,
        "wait_time": 1,
        "result_quality": -0.5555555555555556,
        "staff": 0,
        "equipment_working": -0.8260869565217391,
        "cleanliness_of_facility": -0.2,
        "membership_value": null
      }
    },
    {
      "name": "Brown Bear Car Wash",
      "locationCount": 2,
      "reviewsCount": 1180,
      "scoredReviews": 115,
      "avgRating": 4.26542372881356,
      "damageRate": 0.06956521739130435,
      "cancellationRate": 0.16666666666666666,
      "membershipMentionRate": 0.05217391304347826,
      "upsellPressureRate": 0.017391304347826087,
      "aspectScores": {
        "price": 0.2222222222222222,
        "wait_time": 0.125,
        "result_quality": 0.31746031746031744,
        "staff": 0.25,
        "equipment_working": -0.5,
        "cleanliness_of_facility": 1,
        "membership_value": 0.6
      }
    },
    {
      "name": "Secure Detailing Car Detailing Auburn",
      "locationCount": 1,
      "reviewsCount": 133,
      "scoredReviews": 36,
      "avgRating": 5,
      "damageRate": 0,
      "cancellationRate": null,
      "membershipMentionRate": 0,
      "upsellPressureRate": 0,
      "aspectScores": {
        "price": 1,
        "wait_time": 1,
        "result_quality": 1,
        "staff": 1,
        "equipment_working": null,
        "cleanliness_of_facility": 1,
        "membership_value": null
      }
    }
  ],
  "zips": [
    {
      "zip": "98002",
      "income": 59375,
      "population": 35280,
      "homeValue": null,
      "locationCount": 9,
      "reviewsCount": 2672,
      "totalScoreWeighted": 11814.3,
      "avgRating": 4.421519461077844,
      "formats": {
        "detail_shop": 5,
        "inbay_automatic": 2,
        "express_tunnel": 2
      }
    },
    {
      "zip": "98092",
      "income": 97627,
      "population": 48657,
      "homeValue": null,
      "locationCount": 3,
      "reviewsCount": 358,
      "totalScoreWeighted": 1766.7,
      "avgRating": 4.934916201117319,
      "formats": {
        "detail_shop": 3
      }
    },
    {
      "zip": "98001",
      "income": 90113,
      "population": 36813,
      "homeValue": null,
      "locationCount": 3,
      "reviewsCount": 220,
      "totalScoreWeighted": 1100,
      "avgRating": 5,
      "formats": {
        "detail_shop": 3
      }
    }
  ],
  "incomeBuckets": [
    {
      "label": "Under $50K",
      "min": 0,
      "max": 50000,
      "zips": 0,
      "locations": 0,
      "reviewsCount": 0,
      "totalScoreWeighted": 0,
      "avgRating": 0,
      "formats": {}
    },
    {
      "label": "$50K – $75K",
      "min": 50000,
      "max": 75000,
      "zips": 1,
      "locations": 9,
      "reviewsCount": 2672,
      "totalScoreWeighted": 11814.3,
      "avgRating": 4.421519461077844,
      "formats": {
        "detail_shop": 5,
        "inbay_automatic": 2,
        "express_tunnel": 2
      }
    },
    {
      "label": "$75K – $100K",
      "min": 75000,
      "max": 100000,
      "zips": 2,
      "locations": 6,
      "reviewsCount": 578,
      "totalScoreWeighted": 2866.7,
      "avgRating": 4.959688581314879,
      "formats": {
        "detail_shop": 6
      }
    },
    {
      "label": "$100K – $150K",
      "min": 100000,
      "max": 150000,
      "zips": 0,
      "locations": 0,
      "reviewsCount": 0,
      "totalScoreWeighted": 0,
      "avgRating": 0,
      "formats": {}
    },
    {
      "label": "$150K+",
      "min": 150000,
      "max": null,
      "zips": 0,
      "locations": 0,
      "reviewsCount": 0,
      "totalScoreWeighted": 0,
      "avgRating": 0,
      "formats": {}
    }
  ],
  "scatter": [
    {
      "placeId": "ChIJGWCC4K5WZo8RyoqWLHM2vKw",
      "title": "GoGreen Mobile Car Detailing",
      "city": "Auburn",
      "zip": "98002",
      "rating": 5,
      "reviewsCount": 154,
      "income": 59375,
      "format": "detail_shop",
      "chain": "Independent"
    },
    {
      "placeId": "ChIJC0K7Rj34kFQRsXY4mZnJ64o",
      "title": "Reeves Auto Detail",
      "city": "Auburn",
      "zip": "98092",
      "rating": 4.8,
      "reviewsCount": 88,
      "income": 97627,
      "format": "detail_shop",
      "chain": "Independent"
    },
    {
      "placeId": "ChIJFYgonHtZkFQReWjFgYDLuPw",
      "title": "Secure Detailing Car Detailing Auburn",
      "city": "Auburn",
      "zip": "98001",
      "rating": 5,
      "reviewsCount": 133,
      "income": 90113,
      "format": "detail_shop",
      "chain": "Secure Detailing Car Detailing Auburn"
    },
    {
      "placeId": "ChIJV8vLbgZZkFQRMVntniUe-Ko",
      "title": "Royal Car Detailing Auburn",
      "city": "Auburn",
      "zip": "98002",
      "rating": 5,
      "reviewsCount": 170,
      "income": 59375,
      "format": "detail_shop",
      "chain": "Independent"
    },
    {
      "placeId": "ChIJE6zg-2xZkFQRTKzJCdh-qiw",
      "title": "Showroom Shine Detailing",
      "city": "Auburn",
      "zip": "98002",
      "rating": 5,
      "reviewsCount": 383,
      "income": 59375,
      "format": "detail_shop",
      "chain": "Independent"
    },
    {
      "placeId": "ChIJpU-tdIn3kFQR27SKGw9ztSg",
      "title": "Elephant Car Wash",
      "city": "Auburn",
      "zip": "98002",
      "rating": 3.5,
      "reviewsCount": 329,
      "income": 59375,
      "format": "inbay_automatic",
      "chain": "Elephant Car Wash"
    },
    {
      "placeId": "ChIJ-VzQVg5ZkFQRgWZdmTSNRKE",
      "title": "Elephant Car wash",
      "city": "Auburn",
      "zip": "98002",
      "rating": 2.9,
      "reviewsCount": 71,
      "income": 59375,
      "format": "inbay_automatic",
      "chain": "Elephant Car Wash"
    },
    {
      "placeId": "ChIJue9J9Tv3kFQR0NSfP4B5Fl4",
      "title": "Prime Time Detailing",
      "city": "Auburn",
      "zip": "98092",
      "rating": 4.9,
      "reviewsCount": 57,
      "income": 97627,
      "format": "detail_shop",
      "chain": "Independent"
    },
    {
      "placeId": "ChIJcXeZ4-FYkFQRZgwQhhPIkeY",
      "title": "Brown Bear Car Wash",
      "city": "Auburn",
      "zip": "98002",
      "rating": 4,
      "reviewsCount": 397,
      "income": 59375,
      "format": "express_tunnel",
      "chain": "Brown Bear Car Wash"
    },
    {
      "placeId": "ChIJHRb3RXZYkFQRJiV12_LAfOo",
      "title": "Brown Bear Car Wash",
      "city": "Auburn",
      "zip": "98002",
      "rating": 4.4,
      "reviewsCount": 783,
      "income": 59375,
      "format": "express_tunnel",
      "chain": "Brown Bear Car Wash"
    },
    {
      "placeId": "ChIJ84wLNIdZkFQRwGCFrhqZQ9E",
      "title": "Gas Detailing",
      "city": "Auburn",
      "zip": "98001",
      "rating": 5,
      "reviewsCount": 15,
      "income": 90113,
      "format": "detail_shop",
      "chain": "Independent"
    },
    {
      "placeId": "ChIJGc8bc4SjxYMRLqeJ0TvtZoE",
      "title": "UNA Detail",
      "city": "Auburn",
      "zip": "98001",
      "rating": 5,
      "reviewsCount": 72,
      "income": 90113,
      "format": "detail_shop",
      "chain": "Independent"
    },
    {
      "placeId": "ChIJmZ5canJZkFQRQZatekAyPM4",
      "title": "B-Town Auto Impressions, LLC",
      "city": "Auburn",
      "zip": "98002",
      "rating": 5,
      "reviewsCount": 22,
      "income": 59375,
      "format": "detail_shop",
      "chain": "Independent"
    }
  ],
  "places": [
    {
      "placeId": "ChIJHRb3RXZYkFQRJiV12_LAfOo",
      "title": "Brown Bear Car Wash",
      "street": "814 Auburn Way S",
      "city": "Auburn",
      "state": "WA",
      "zip": "98002",
      "lat": 47.300417,
      "lng": -122.2231556,
      "totalScore": 4.4,
      "reviewsCount": 783,
      "scoredReviews": 77,
      "format": "express_tunnel",
      "chain": "Brown Bear Car Wash",
      "income": 59375
    },
    {
      "placeId": "ChIJcXeZ4-FYkFQRZgwQhhPIkeY",
      "title": "Brown Bear Car Wash",
      "street": "3920 Auburn Wy N",
      "city": "Auburn",
      "state": "WA",
      "zip": "98002",
      "lat": 47.342443,
      "lng": -122.221666,
      "totalScore": 4,
      "reviewsCount": 397,
      "scoredReviews": 38,
      "format": "express_tunnel",
      "chain": "Brown Bear Car Wash",
      "income": 59375
    },
    {
      "placeId": "ChIJE6zg-2xZkFQRTKzJCdh-qiw",
      "title": "Showroom Shine Detailing",
      "street": "2121 Auburn Wy N",
      "city": "Auburn",
      "state": "WA",
      "zip": "98002",
      "lat": 47.3262592,
      "lng": -122.2219122,
      "totalScore": 5,
      "reviewsCount": 383,
      "scoredReviews": 179,
      "format": "detail_shop",
      "chain": null,
      "income": 59375
    },
    {
      "placeId": "ChIJpU-tdIn3kFQR27SKGw9ztSg",
      "title": "Elephant Car Wash",
      "street": "4300 A St SE",
      "city": "Auburn",
      "state": "WA",
      "zip": "98002",
      "lat": 47.2686113,
      "lng": -122.2284308,
      "totalScore": 3.5,
      "reviewsCount": 329,
      "scoredReviews": 23,
      "format": "inbay_automatic",
      "chain": "Elephant Car Wash",
      "income": 59375
    },
    {
      "placeId": "ChIJV8vLbgZZkFQRMVntniUe-Ko",
      "title": "Royal Car Detailing Auburn",
      "street": "641 I St NE",
      "city": "Auburn",
      "state": "WA",
      "zip": "98002",
      "lat": 47.3136124,
      "lng": -122.218044,
      "totalScore": 5,
      "reviewsCount": 170,
      "scoredReviews": 132,
      "format": "detail_shop",
      "chain": null,
      "income": 59375
    },
    {
      "placeId": "ChIJGWCC4K5WZo8RyoqWLHM2vKw",
      "title": "GoGreen Mobile Car Detailing",
      "street": "3710 A St SE",
      "city": "Auburn",
      "state": "WA",
      "zip": "98002",
      "lat": 47.274789,
      "lng": -122.2288764,
      "totalScore": 5,
      "reviewsCount": 154,
      "scoredReviews": 50,
      "format": "detail_shop",
      "chain": null,
      "income": 59375
    },
    {
      "placeId": "ChIJFYgonHtZkFQReWjFgYDLuPw",
      "title": "Secure Detailing Car Detailing Auburn",
      "street": "32615 46th Pl S",
      "city": "Auburn",
      "state": "WA",
      "zip": "98001",
      "lat": 47.3089231,
      "lng": -122.2745659,
      "totalScore": 5,
      "reviewsCount": 133,
      "scoredReviews": 36,
      "format": "detail_shop",
      "chain": "Secure Detailing Car Detailing Auburn",
      "income": 90113
    },
    {
      "placeId": "ChIJC0K7Rj34kFQRsXY4mZnJ64o",
      "title": "Reeves Auto Detail",
      "street": "6012 Elizabeth Ave SE",
      "city": "Auburn",
      "state": "WA",
      "zip": "98092",
      "lat": 47.2527106,
      "lng": -122.2184525,
      "totalScore": 4.8,
      "reviewsCount": 88,
      "scoredReviews": 17,
      "format": "detail_shop",
      "chain": null,
      "income": 97627
    },
    {
      "placeId": "ChIJGc8bc4SjxYMRLqeJ0TvtZoE",
      "title": "UNA Detail",
      "street": "28540 36th Ave S",
      "city": "Auburn",
      "state": "WA",
      "zip": "98001",
      "lat": 47.3443901,
      "lng": -122.2868685,
      "totalScore": 5,
      "reviewsCount": 72,
      "scoredReviews": 66,
      "format": "detail_shop",
      "chain": null,
      "income": 90113
    },
    {
      "placeId": "ChIJ-VzQVg5ZkFQRgWZdmTSNRKE",
      "title": "Elephant Car wash",
      "street": "800-898 A St SE",
      "city": "Auburn",
      "state": "WA",
      "zip": "98002",
      "lat": 47.3000955,
      "lng": -122.2283318,
      "totalScore": 2.9,
      "reviewsCount": 71,
      "scoredReviews": 21,
      "format": "inbay_automatic",
      "chain": "Elephant Car Wash",
      "income": 59375
    },
    {
      "placeId": "ChIJue9J9Tv3kFQR0NSfP4B5Fl4",
      "title": "Prime Time Detailing",
      "street": "6335 Udall Ave SE",
      "city": "Auburn",
      "state": "WA",
      "zip": "98092",
      "lat": 47.2504696,
      "lng": -122.2025127,
      "totalScore": 4.9,
      "reviewsCount": 57,
      "scoredReviews": 38,
      "format": "detail_shop",
      "chain": null,
      "income": 97627
    },
    {
      "placeId": "ChIJmZ5canJZkFQRQZatekAyPM4",
      "title": "B-Town Auto Impressions, LLC",
      "street": "2323 Auburn Wy N",
      "city": "Auburn",
      "state": "WA",
      "zip": "98002",
      "lat": 47.328077,
      "lng": -122.2224939,
      "totalScore": 5,
      "reviewsCount": 22,
      "scoredReviews": 20,
      "format": "detail_shop",
      "chain": null,
      "income": 59375
    },
    {
      "placeId": "ChIJ84wLNIdZkFQRwGCFrhqZQ9E",
      "title": "Gas Detailing",
      "street": "1302 W Main St #19",
      "city": "Auburn",
      "state": "WA",
      "zip": "98001",
      "lat": 47.306156,
      "lng": -122.2461483,
      "totalScore": 5,
      "reviewsCount": 15,
      "scoredReviews": 11,
      "format": "detail_shop",
      "chain": null,
      "income": 90113
    }
  ]
}