{
  "apiVersion": 1,
  "self": "https://washindex.com/api/chains/goodday-express-car-wash.json",
  "humanUrl": "https://washindex.com/car-wash-chains/goodday-express-car-wash",
  "apiRoot": "https://washindex.com/api/index.json",
  "glossary": "https://washindex.com/glossary",
  "methodology": "https://washindex.com/methodology",
  "notice": "Stripped fields: mapSvg (~300KB SVG, available in HTML), executiveSummary.paragraphs and sectionDescriptions (legacy precomputed prose, superseded by the narrative engine), per-location.monthly (28-month per-site velocity), and per-location.competitors.ring1/3/5 arrays (per-competitor lists; counts and average ratings preserved). See /glossary for field definitions or /methodology for the pipeline.",
  "slug": "goodday-express-car-wash",
  "chain": {
    "name": "GoodDay Express Car Wash",
    "website": "gooddayexpressmn.com",
    "locationCount": 4
  },
  "generatedAt": "2026-05-24T19:01:59.982Z",
  "summary": {
    "locationCount": 4,
    "totalReviews": 2878,
    "avgRating": 4.739089645587214,
    "scoredReviews": 1488,
    "spamFlagged": 1,
    "statesServed": 1,
    "dominantFormat": "express_tunnel",
    "damageRate": 0.01747311827956989,
    "membershipMentionRate": 0.12634408602150538,
    "membershipCancellationRate": 0.09042553191489362,
    "membershipUnlimitedRate": 0.26063829787234044,
    "upsellPressureRate": 0.0006720430107526882
  },
  "formatRates": {
    "express_tunnel": 0.06989247311827956,
    "full_service": 0.03024193548387097,
    "self_serve_bay": 0.00739247311827957,
    "inbay_automatic": 0.0006720430107526882,
    "hand_wash": 0.0114247311827957,
    "detail_shop": 0.003360215053763441,
    "mobile_service": 0,
    "truck_rv_fleet": 0.002688172043010753
  },
  "aspectScores": {
    "price": 0.42592592592592593,
    "wait_time": 0.8829268292682927,
    "result_quality": 0.8253493013972056,
    "staff": 0.8511278195488722,
    "equipment_working": -0.19767441860465115,
    "cleanliness_of_facility": 0.9310344827586207,
    "membership_value": 0.5771812080536913
  },
  "aspectVolume": {
    "price": 108,
    "wait_time": 205,
    "result_quality": 1002,
    "staff": 665,
    "equipment_working": 86,
    "cleanliness_of_facility": 58,
    "membership_value": 149
  },
  "amenities": {
    "has_free_vacuums": 0.1135752688172043,
    "has_paid_vacuums": 0.00739247311827957,
    "has_mat_cleaner": 0.05510752688172043,
    "has_dog_wash": 0.0013440860215053765,
    "has_air_dryer": 0.024193548387096774,
    "has_hand_dry": 0.009408602150537635,
    "uses_ceramic_spray": 0.0006720430107526882,
    "uses_triple_foam": 0.0006720430107526882,
    "uses_spot_free_rinse": 0.0006720430107526882,
    "uses_underbody_wash": 0.0020161290322580645,
    "uses_tire_shine": 0.0020161290322580645,
    "water_reclamation_mentioned": 0,
    "app_mentioned": 0.0006720430107526882,
    "license_plate_recognition": 0.006048387096774193
  },
  "priceTier": {
    "cheap": 23,
    "fair": 38,
    "expensive": 21
  },
  "topStrengths": [
    {
      "aspect": "cleanliness_of_facility",
      "score": 0.9310344827586207,
      "mentions": 58,
      "posMentions": 56,
      "snippets": [
        "The place is very easy to drive and clean..the reason for 4 stars is my Cadillac Escalade esv rear was dirty after the wash. Thank you.",
        "Great place, always clean and ready for you!"
      ]
    },
    {
      "aspect": "wait_time",
      "score": 0.8829268292682927,
      "mentions": 205,
      "posMentions": 193,
      "snippets": [
        "Great service and a speedy line. a quick car wash",
        "Very good place to get your vehicle washed when you’re in a hurry very quick in and out and does a good job"
      ]
    },
    {
      "aspect": "staff",
      "score": 0.8511278195488722,
      "mentions": 665,
      "posMentions": 614,
      "snippets": [
        "Good friendly employee's. Washes and dries Good.",
        "Staff is efficient. Good job washing my car. Wish they had under carriage spray."
      ]
    },
    {
      "aspect": "result_quality",
      "score": 0.8253493013972056,
      "mentions": 1002,
      "posMentions": 907,
      "snippets": [
        "Staff is efficient. Good job washing my car. Wish they had under carriage spray.",
        "Really does an excellent job of cleaning my car. People thought I bought a new car"
      ]
    }
  ],
  "topComplaints": [
    {
      "aspect": "equipment_working",
      "score": -0.19767441860465115,
      "mentions": 86,
      "negMentions": 51,
      "snippets": [
        "Hardly dries well any longer and REALLY not a fan of how close they put the next car!!",
        "Wash quality has gone down terribly. Which is quite disappointing as their membership was a great value. Wash doesn't get the back of cars clean anymore, they got rid of their tire shine, and the dryers are terrible."
      ]
    },
    {
      "aspect": "price",
      "score": 0.42592592592592593,
      "mentions": 108,
      "negMentions": 31,
      "snippets": [
        "Nice folks but if you're spending ~$25 for a car wash the outcome has to be pretty solid. Lots of debris left on vehicle.",
        "Expensive for a car wash that didn't seem to do that great of a job but the free vacuums and cleaning supplies after the wash are great!"
      ]
    },
    {
      "aspect": "membership_value",
      "score": 0.5771812080536913,
      "mentions": 149,
      "negMentions": 31,
      "snippets": [
        "Love the car washes, love the people, but doesn’t let anyone cancel subscriptions without a hassle. Fix your crap",
        "Paid for biannual member ship for mother in law for mothers day in advance. Totally embarrassed me by not finding her membership, being rude, and just not caring. What a joke."
      ]
    },
    {
      "aspect": "result_quality",
      "score": 0.8253493013972056,
      "mentions": 1002,
      "negMentions": 80,
      "snippets": [
        "Roller brushes micro scratch solid black paint.",
        "Never gets the tailgate or back bumper clean wheels 🛞 Never get touched"
      ]
    }
  ],
  "executiveSummary": {
    "anomalies": [
      {
        "metric": "volume",
        "direction": "rise",
        "startMonth": "2025-02",
        "endMonth": "2025-11",
        "extremeMonth": "2025-05",
        "baselineValue": 31,
        "windowValue": 171.7,
        "extremeValue": 347,
        "durationMonths": 10,
        "themes": [],
        "affectedLocations": 0,
        "topAffectedCities": [],
        "sampleQuotes": []
      }
    ]
  },
  "competitorAverages": {
    "avgCompetitorsRing1": 5,
    "avgCompetitorsRing3": 8,
    "avgCompetitorsRing5": 8.75,
    "medianRing1": 5.5,
    "medianRing3": 4.5,
    "medianRing5": 6
  },
  "timeseries": [
    {
      "month": "2024-01",
      "reviews": 17,
      "avgRating": 4.647058823529412
    },
    {
      "month": "2024-02",
      "reviews": 15,
      "avgRating": 4
    },
    {
      "month": "2024-03",
      "reviews": 95,
      "avgRating": 4.88421052631579
    },
    {
      "month": "2024-04",
      "reviews": 30,
      "avgRating": 4.5
    },
    {
      "month": "2024-05",
      "reviews": 31,
      "avgRating": 4.419354838709677
    },
    {
      "month": "2024-06",
      "reviews": 17,
      "avgRating": 4.529411764705882
    },
    {
      "month": "2024-07",
      "reviews": 32,
      "avgRating": 4.4375
    },
    {
      "month": "2024-08",
      "reviews": 54,
      "avgRating": 4.666666666666667
    },
    {
      "month": "2024-09",
      "reviews": 20,
      "avgRating": 4.95
    },
    {
      "month": "2024-10",
      "reviews": 30,
      "avgRating": 4.6
    },
    {
      "month": "2024-11",
      "reviews": 9,
      "avgRating": 4
    },
    {
      "month": "2024-12",
      "reviews": 7,
      "avgRating": 4.142857142857143
    },
    {
      "month": "2025-01",
      "reviews": 48,
      "avgRating": 4.791666666666667
    },
    {
      "month": "2025-02",
      "reviews": 22,
      "avgRating": 4.318181818181818
    },
    {
      "month": "2025-03",
      "reviews": 109,
      "avgRating": 4.6422018348623855
    },
    {
      "month": "2025-04",
      "reviews": 449,
      "avgRating": 4.897550111358575
    },
    {
      "month": "2025-05",
      "reviews": 31,
      "avgRating": 4.387096774193548
    },
    {
      "month": "2025-06",
      "reviews": 561,
      "avgRating": 4.893048128342246
    },
    {
      "month": "2025-07",
      "reviews": 160,
      "avgRating": 4.8625
    },
    {
      "month": "2025-08",
      "reviews": 35,
      "avgRating": 4.6
    },
    {
      "month": "2025-09",
      "reviews": 25,
      "avgRating": 4.44
    },
    {
      "month": "2025-10",
      "reviews": 305,
      "avgRating": 4.865573770491803
    },
    {
      "month": "2025-11",
      "reviews": 20,
      "avgRating": 4.7
    },
    {
      "month": "2025-12",
      "reviews": 20,
      "avgRating": 4.35
    },
    {
      "month": "2026-01",
      "reviews": 40,
      "avgRating": 4.475
    },
    {
      "month": "2026-02",
      "reviews": 50,
      "avgRating": 4.8
    },
    {
      "month": "2026-03",
      "reviews": 24,
      "avgRating": 4.833333333333333
    },
    {
      "month": "2026-04",
      "reviews": 26,
      "avgRating": 3.730769230769231
    }
  ],
  "states": [
    {
      "state": "Minnesota",
      "stateCode": "MN",
      "locationCount": 4,
      "reviewsTotal": 2878,
      "avgRating": 4.739089645587214
    }
  ],
  "locations": [
    {
      "placeId": "ChIJ98RhQgaftFIRo_1zOaVKIXg",
      "title": "GoodDay Express Car Wash",
      "street": "1301 Cedar St",
      "city": "Monticello",
      "state": "Minnesota",
      "stateCode": "MN",
      "zip": "55362",
      "lat": 45.2912457,
      "lng": -93.8025429,
      "totalScore": 4.7,
      "reviewsCount": 1174,
      "reviewsDistribution": {
        "oneStar": 49,
        "twoStar": 11,
        "threeStar": 23,
        "fourStar": 85,
        "fiveStar": 1006
      },
      "scoredReviews": 575,
      "dominantFormat": "express_tunnel",
      "formatRates": {
        "express_tunnel": 0.07478260869565218,
        "full_service": 0.029565217391304348,
        "self_serve_bay": 0.006956521739130435,
        "inbay_automatic": 0,
        "hand_wash": 0.008695652173913044,
        "detail_shop": 0.0052173913043478265,
        "mobile_service": 0,
        "truck_rv_fleet": 0.0034782608695652175
      },
      "aspectScores": {
        "price": 0.5238095238095238,
        "wait_time": 0.8526315789473684,
        "result_quality": 0.8219895287958116,
        "staff": 0.8378378378378378,
        "equipment_working": -0.2727272727272727,
        "cleanliness_of_facility": 0.8888888888888888,
        "membership_value": 0.5084745762711864
      },
      "damageRate": 0.022608695652173914,
      "membershipCancellationRate": 0.1,
      "membershipMentionRate": 0.12173913043478261,
      "competitors": {
        "ring1Count": 6,
        "ring3Count": 6,
        "ring5Count": 8,
        "ring1AvgRating": 4.183333333333334,
        "ring3AvgRating": 4.4799999999999995,
        "ring5AvgRating": 3.966666666666667
      }
    },
    {
      "placeId": "ChIJz5d3cStps1IRGHIFKQE8BIw",
      "title": "GoodDay Express Car Wash",
      "street": "15840 85th St NE",
      "city": "Otsego",
      "state": "Minnesota",
      "stateCode": "MN",
      "zip": "55330",
      "lat": 45.2746899,
      "lng": -93.5650712,
      "totalScore": 4.8,
      "reviewsCount": 1055,
      "reviewsDistribution": {
        "oneStar": 12,
        "twoStar": 10,
        "threeStar": 8,
        "fourStar": 73,
        "fiveStar": 952
      },
      "scoredReviews": 615,
      "dominantFormat": "express_tunnel",
      "formatRates": {
        "express_tunnel": 0.05853658536585366,
        "full_service": 0.03414634146341464,
        "self_serve_bay": 0.011382113821138212,
        "inbay_automatic": 0.0016260162601626016,
        "hand_wash": 0.014634146341463415,
        "detail_shop": 0.0016260162601626016,
        "mobile_service": 0,
        "truck_rv_fleet": 0.0016260162601626016
      },
      "aspectScores": {
        "price": 0.6923076923076923,
        "wait_time": 0.9466666666666667,
        "result_quality": 0.8864734299516909,
        "staff": 0.9154411764705882,
        "equipment_working": 0.08695652173913043,
        "cleanliness_of_facility": 0.9259259259259259,
        "membership_value": 0.75
      },
      "damageRate": 0.011382113821138212,
      "membershipCancellationRate": 0.014925373134328358,
      "membershipMentionRate": 0.10894308943089431,
      "competitors": {
        "ring1Count": 1,
        "ring3Count": 20,
        "ring5Count": 23,
        "ring1AvgRating": 3,
        "ring3AvgRating": 4.371428571428572,
        "ring5AvgRating": 4.788235294117648
      }
    },
    {
      "placeId": "ChIJDy_Wm9mB9YcRim3AVPHii9U",
      "title": "GoodDay Express Car Wash",
      "street": "1490 Montreal St SE",
      "city": "Hutchinson",
      "state": "Minnesota",
      "stateCode": "MN",
      "zip": "55350",
      "lat": 44.8674495,
      "lng": -94.3745198,
      "totalScore": 4.9,
      "reviewsCount": 342,
      "reviewsDistribution": {
        "oneStar": 4,
        "twoStar": 1,
        "threeStar": 6,
        "fourStar": 19,
        "fiveStar": 312
      },
      "scoredReviews": 209,
      "dominantFormat": "express_tunnel",
      "formatRates": {
        "express_tunnel": 0.06698564593301436,
        "full_service": 0.028708133971291867,
        "self_serve_bay": 0,
        "inbay_automatic": 0,
        "hand_wash": 0.014354066985645933,
        "detail_shop": 0.004784688995215311,
        "mobile_service": 0,
        "truck_rv_fleet": 0.004784688995215311
      },
      "aspectScores": {
        "price": 0.42857142857142855,
        "wait_time": 1,
        "result_quality": 0.8881118881118881,
        "staff": 0.9222222222222223,
        "equipment_working": 0.23076923076923078,
        "cleanliness_of_facility": 1,
        "membership_value": 0.8620689655172413
      },
      "damageRate": 0,
      "membershipCancellationRate": 0.029411764705882353,
      "membershipMentionRate": 0.16267942583732056,
      "competitors": {
        "ring1Count": 5,
        "ring3Count": 3,
        "ring5Count": 0,
        "ring1AvgRating": 3.96,
        "ring3AvgRating": 4.25,
        "ring5AvgRating": null
      }
    },
    {
      "placeId": "ChIJ95bkNbH99YcR8d2vzd7zXg0",
      "title": "GoodDay Express Car Wash",
      "street": "740 Marketplace Dr",
      "city": "Waconia",
      "state": "Minnesota",
      "stateCode": "MN",
      "zip": "55387",
      "lat": 44.8378619,
      "lng": -93.7989121,
      "totalScore": 4.5,
      "reviewsCount": 307,
      "reviewsDistribution": {
        "oneStar": 24,
        "twoStar": 13,
        "threeStar": 6,
        "fourStar": 14,
        "fiveStar": 250
      },
      "scoredReviews": 89,
      "dominantFormat": "express_tunnel",
      "formatRates": {
        "express_tunnel": 0.12359550561797752,
        "full_service": 0.011235955056179775,
        "self_serve_bay": 0,
        "inbay_automatic": 0,
        "hand_wash": 0,
        "detail_shop": 0,
        "mobile_service": 0,
        "truck_rv_fleet": 0
      },
      "aspectScores": {
        "price": -0.6923076923076923,
        "wait_time": 0.14285714285714285,
        "result_quality": 0.30158730158730157,
        "staff": 0.38636363636363635,
        "equipment_working": -0.7647058823529411,
        "cleanliness_of_facility": 1,
        "membership_value": -0.38461538461538464
      },
      "damageRate": 0.06741573033707865,
      "membershipCancellationRate": 0.47058823529411764,
      "membershipMentionRate": 0.19101123595505617,
      "competitors": {
        "ring1Count": 8,
        "ring3Count": 3,
        "ring5Count": 4,
        "ring1AvgRating": 4.74,
        "ring3AvgRating": 4.6000000000000005,
        "ring5AvgRating": 2.733333333333333
      }
    }
  ]
}