{
  "apiVersion": 1,
  "self": "https://washindex.com/api/chains/bubble-barn-car-wash.json",
  "humanUrl": "https://washindex.com/car-wash-chains/bubble-barn-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mapSvg (~300KB SVG, available in HTML), executiveSummary.paragraphs and sectionDescriptions (legacy precomputed prose, superseded by the narrative engine), per-location.monthly (28-month per-site velocity), and per-location.competitors.ring1/3/5 arrays (per-competitor lists; counts and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": "bubble-barn-car-wash",
  "chain": {
    "name": "Bubble Barn Car Wash",
    "website": "bubblebarnidaho.com",
    "locationCount": 2
  },
  "generatedAt": "2026-05-24T20:12:59.798Z",
  "summary": {
    "locationCount": 4,
    "totalReviews": 1018,
    "avgRating": 4.191355599214146,
    "scoredReviews": 201,
    "spamFlagged": 0,
    "statesServed": 2,
    "dominantFormat": "self_serve_bay",
    "damageRate": 0.05472636815920398,
    "membershipMentionRate": 0.11940298507462686,
    "membershipCancellationRate": 0.25,
    "membershipUnlimitedRate": 0.25,
    "upsellPressureRate": 0.004975124378109453
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    "mobile_service": 0,
    "truck_rv_fleet": 0.03482587064676617
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  "aspectScores": {
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    "result_quality": 0.022727272727272728,
    "staff": 0.034482758620689655,
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    "cleanliness_of_facility": 0.6363636363636364,
    "membership_value": -0.4
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  "aspectVolume": {
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    "result_quality": 132,
    "staff": 58,
    "equipment_working": 42,
    "cleanliness_of_facility": 11,
    "membership_value": 20
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    "has_paid_vacuums": 0.04477611940298507,
    "has_mat_cleaner": 0,
    "has_dog_wash": 0,
    "has_air_dryer": 0.01990049751243781,
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    "uses_spot_free_rinse": 0,
    "uses_underbody_wash": 0.004975124378109453,
    "uses_tire_shine": 0,
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    "license_plate_recognition": 0.004975124378109453
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    "fair": 7,
    "expensive": 20
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      "mentions": 132,
      "negMentions": 63,
      "snippets": [
        "Paid $17 for a car wash and there are still tons of dead bugs on my car.",
        "Just got a car wash, the back of my car is filthy. Went to SA to wash back window."
      ]
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      "mentions": 58,
      "negMentions": 28,
      "snippets": [
        "Mangers are rude & false advertisement!!",
        "Bad experience with the customer service."
      ]
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  "executiveSummary": {
    "anomalies": [
      {
        "metric": "rating",
        "direction": "rise",
        "startMonth": "2024-03",
        "endMonth": "2024-05",
        "extremeMonth": "2024-04",
        "baselineValue": 3.7777777777777777,
        "windowValue": 4.466666666666667,
        "extremeValue": 4.483958875263223,
        "durationMonths": 3,
        "themes": [],
        "affectedLocations": 0,
        "topAffectedCities": [],
        "sampleQuotes": []
      },
      {
        "metric": "rating",
        "direction": "drop",
        "startMonth": "2025-05",
        "endMonth": "2026-01",
        "extremeMonth": "2025-09",
        "baselineValue": 3.7777777777777777,
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            "key": "wash_quality",
            "label": "wash result quality",
            "count": 5,
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          {
            "key": "price_hike",
            "label": "price hike / value loss",
            "count": 5,
            "rate": 0.19230769230769232
          },
          {
            "key": "membership",
            "label": "membership / cancellation friction",
            "count": 4,
            "rate": 0.15384615384615385
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          {
            "key": "refund",
            "label": "refund / billing dispute",
            "count": 3,
            "rate": 0.11538461538461539
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          {
            "key": "damage",
            "label": "vehicle damage",
            "count": 2,
            "rate": 0.07692307692307693
          }
        ],
        "affectedLocations": 1,
        "topAffectedCities": [
          {
            "city": "Lakeville",
            "state": "MN",
            "baselineRating": 3.9,
            "windowRating": 2,
            "windowReviews": 13
          }
        ],
        "sampleQuotes": [
          {
            "city": "Rupert",
            "state": "ID",
            "ym": "2025-09",
            "stars": 1,
            "text": "Horrible car wash not worth membership for highest wash and vacuums have no sucking power !!"
          },
          {
            "city": "Lakeville",
            "state": "MN",
            "ym": "2025-12",
            "stars": 2,
            "text": "One and done. This expensive wash didn’t even get my car all that clean. Super disappointed."
          },
          {
            "city": "Lakeville",
            "state": "MN",
            "ym": "2025-11",
            "stars": 1,
            "text": "I visited this car wash and unfortunately, my vehicle was damaged due to their negligence. Midway through the wash, their conveyor belt stopped moving, leaving my car stranded. The car behind me hit my vehicle, damaging the rear. Thankfully, my bike rack took most of the impact, saving the bumper, but the rack is now broken and unusable and it is worth $500. I was disappointed by how their staff handled the situation, asking me to get multiple repair quotes as if I was at fault or asking for a favor. They also told me not to worry about the other car involved, which felt like an attempt to dow"
          },
          {
            "city": "Lakeville",
            "state": "MN",
            "ym": "2025-10",
            "stars": 1,
            "text": "Oct 21 530 pm you guys are closed and you're supposed to be open til 8pm. There's no recording on your phone line why you're closed and the weather is fine minus wind. If this location is going to start closing early or using wind, rain and snow as an excuse for closing early I'll cancel my monthly membership Other car washes in the area are open now with no issues."
          }
        ]
      }
    ]
  },
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    "avgCompetitorsRing3": 15.5,
    "avgCompetitorsRing5": 21.5,
    "medianRing1": 4.5,
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    "medianRing5": 20
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}