{
  "meta": {
    "brand": "INGIA",
    "marketplace": "Amazon.com (US)",
    "currency": "USD",
    "collectedAt": "2026-11-10",
    "collectedAtLabel": "2026 年 11 月 10 日",
    "domain": "test21.dsh.carovia.cc",
    "headline": "用一条无前缝紧身裤，切入美国运动休闲市场",
    "sourceNote": "Amazon 美国站公开搜索页与商品详情页；价格、评分、排名均为抓取时点快照。"
  },
  "summary": {
    "asins": 143,
    "families": 43,
    "totalReviews": 6988,
    "weightedRating": 4.47,
    "avgRatingSimple": 4.42,
    "totalBought": 6650,
    "medianPrice": 28,
    "avgPrice": 25.48,
    "minPrice": 9.99,
    "maxPrice": 40,
    "top5Share": 40.7,
    "top10Share": 70.8,
    "noReview": 3,
    "withChoice": 1,
    "avgVariants": 3.33,
    "corePriceShare": 51,
    "under30Share": 88,
    "gmvProxy": 178539
  },
  "categories": [
    {
      "key": "Leggings",
      "label": "紧身裤",
      "families": 6,
      "reviews": 1764,
      "bought": 3600,
      "asins": 32,
      "medianPrice": 28.975,
      "priceMin": 24.99,
      "priceMax": 38,
      "reviewShare": 25.2,
      "boughtShare": 54.1
    },
    {
      "key": "Sports Bras",
      "label": "运动内衣",
      "families": 9,
      "reviews": 1751,
      "bought": 850,
      "asins": 31,
      "medianPrice": 28,
      "priceMin": 19.9,
      "priceMax": 28,
      "reviewShare": 25.1,
      "boughtShare": 12.8
    },
    {
      "key": "Shorts",
      "label": "短裤",
      "families": 7,
      "reviews": 1381,
      "bought": 1000,
      "asins": 32,
      "medianPrice": 20,
      "priceMin": 9.99,
      "priceMax": 28,
      "reviewShare": 19.8,
      "boughtShare": 15
    },
    {
      "key": "Tank Tops",
      "label": "背心",
      "families": 7,
      "reviews": 763,
      "bought": 150,
      "asins": 27,
      "medianPrice": 28,
      "priceMin": 14.99,
      "priceMax": 28,
      "reviewShare": 10.9,
      "boughtShare": 2.3
    },
    {
      "key": "Tops",
      "label": "上衣",
      "families": 8,
      "reviews": 761,
      "bought": 550,
      "asins": 11,
      "medianPrice": 24.494999999999997,
      "priceMin": 14.99,
      "priceMax": 28,
      "reviewShare": 10.9,
      "boughtShare": 8.3
    },
    {
      "key": "Loungewear",
      "label": "家居服",
      "families": 3,
      "reviews": 509,
      "bought": 200,
      "asins": 6,
      "medianPrice": 32,
      "priceMin": 30,
      "priceMax": 40,
      "reviewShare": 7.3,
      "boughtShare": 3
    },
    {
      "key": "One-Pieces",
      "label": "连体服",
      "families": 1,
      "reviews": 42,
      "bought": 300,
      "asins": 2,
      "medianPrice": 19.99,
      "priceMin": 19.99,
      "priceMax": 19.99,
      "reviewShare": 0.6,
      "boughtShare": 4.5
    },
    {
      "key": "Skirts",
      "label": "裙装",
      "families": 2,
      "reviews": 17,
      "bought": 0,
      "asins": 2,
      "medianPrice": 24,
      "priceMin": 20,
      "priceMax": 28,
      "reviewShare": 0.2,
      "boughtShare": 0
    }
  ],
  "priceBands": [
    {
      "label": "<$20",
      "count": 7
    },
    {
      "label": "$20–24.99",
      "count": 9
    },
    {
      "label": "$25–29.99",
      "count": 22
    },
    {
      "label": "$30–34.99",
      "count": 3
    },
    {
      "label": "$35+",
      "count": 2
    }
  ],
  "ratingBands": [
    {
      "label": "5.0",
      "count": 2
    },
    {
      "label": "4.5–4.9",
      "count": 15
    },
    {
      "label": "4.0–4.4",
      "count": 22
    },
    {
      "label": "<4.0",
      "count": 1
    },
    {
      "label": "暂无评分",
      "count": 3
    }
  ],
  "families": [
    {
      "title": "High Waisted No Front Seam Lounge Yoga Legging 25\"",
      "asin": "B0FGHX7YQ2",
      "image": "/assets/products/B0FGHX7YQ2.jpg",
      "price": 29.95,
      "rating": 4.5,
      "reviews": 809,
      "bought": 800,
      "listPrice": 36,
      "choice": false,
      "variants": 12,
      "category": "Leggings",
      "categoryCn": "紧身裤",
      "shortName": "无前缝高腰瑜伽紧身裤 25″",
      "asins": [
        "B0CX163W51",
        "B0DLFWBTRZ",
        "B0FPLZM5ZW",
        "B0DMVZRBRZ",
        "B0CX17PJGR",
        "B0FGHX7YQ2",
        "B0HLCF13VP",
        "B0HLCF51SS",
        "B0HLCTHYVK",
        "B0HLCSNB7G",
        "B0HLCSWL3P",
        "B0DLFVQ47W"
      ],
      "detail": {
        "sourceAsin": "B0CX163W51",
        "launchDate": "2024-04-10",
        "date": "April 10, 2024",
        "bsrMain": 5035,
        "bsrSub": {
          "rank": 45,
          "cat": "Women's Activewear Leggings"
        },
        "fabric": "80% Polyamide, 20% Lycra Elastane",
        "care": "Machine Wash",
        "origin": "Imported",
        "features": [
          "Light compression suitable for workout or leisure",
          "No front seam design",
          "High rise. 25'' inseam",
          "Cloudluxe fabric features extremely soft and ultra stretchy, perfect fit",
          "Squat proof and seamless waistband"
        ],
        "summary": "Customers love these leggings for their seamless design, amazing fabric that's breathable, and full coverage that isn't see-through. They appreciate the color options and consider them worth the price. The squat resistance receives mixed feedback - while some say they stay in place all day without rolling down, others report they slide down during workouts. The length also gets mixed reviews, with some finding it perfect while others say it's too long for shorter people.",
        "aspects": [
          {
            "name": "fit",
            "mentions": 212,
            "positive": 185,
            "negative": 27
          },
          {
            "name": "color",
            "mentions": 44,
            "positive": 41,
            "negative": 3
          },
          {
            "name": "no seam",
            "mentions": 41,
            "positive": 33,
            "negative": 8
          },
          {
            "name": "value for money",
            "mentions": 40,
            "positive": 35,
            "negative": 5
          },
          {
            "name": "material",
            "mentions": 36,
            "positive": 32,
            "negative": 4
          },
          {
            "name": "opacity",
            "mentions": 36,
            "positive": 26,
            "negative": 10
          },
          {
            "name": "squat resistance",
            "mentions": 64,
            "positive": 41,
            "negative": 23
          },
          {
            "name": "length",
            "mentions": 36,
            "positive": 25,
            "negative": 11
          }
        ],
        "star": [
          78,
          9,
          5,
          3,
          5
        ],
        "summaryCn": "消费者喜欢无前缝设计、透气面料和不透的包裹感；深蹲稳定性与长度评价分化——有人全天不卷边，有人运动时下滑，娇小身材觉得偏长。"
      },
      "rank": 1
    },
    {
      "title": "No Front Seam Scrunch Butt Biker Shorts 5''",
      "asin": "B0FRM4S1BM",
      "image": "/assets/products/B0FRM4S1BM.jpg",
      "price": 24,
      "rating": 4.6,
      "reviews": 564,
      "bought": 200,
      "listPrice": null,
      "choice": false,
      "variants": 9,
      "category": "Shorts",
      "categoryCn": "短裤",
      "shortName": "无前缝抓皱提臀骑行短裤 5″",
      "asins": [
        "B0F4D1ZVJN",
        "B0FPLV87F6",
        "B0F3X2FCTH",
        "B0FRM4S1BM",
        "B0F4CY7S2C",
        "B0F4CKMZX7",
        "B0F4CRSKQ5",
        "B0F3X31WYZ",
        "B0FPLZCV79"
      ],
      "detail": {
        "sourceAsin": "B0F3X2FCTH",
        "launchDate": "2025-04-28",
        "date": "April 28, 2025",
        "bsrMain": 21600,
        "bsrSub": {
          "rank": 82,
          "cat": "Women's Athletic Shorts"
        },
        "fabric": "73% Polyamide, 27%Lycra Elastane",
        "care": "Machine Wash",
        "origin": "Imported",
        "features": [
          "Ideal for yoga and workout",
          "High rise. 5'' inseam",
          "No front seam. Anti camel toe",
          "Booty-lifting v-back waistband",
          "Cloudlift fabric is as Buttery Soft and flattering as Cloudluxe, but a bit more compressed and thick"
        ],
        "summary": "Customers love these workout shorts for their flattering fit that provides good tummy control, buttery soft material, and excellent squat resistance that stays in place during workouts. The shorts receive positive feedback for their appearance, color options, and value for money. However, customers disagree on the opacity, with some finding them not see-through while others consider them very sheer.",
        "aspects": [
          {
            "name": "comfort",
            "mentions": 92,
            "positive": 90,
            "negative": 2
          },
          {
            "name": "fit",
            "mentions": 56,
            "positive": 47,
            "negative": 9
          },
          {
            "name": "softness",
            "mentions": 43,
            "positive": 43,
            "negative": 0
          },
          {
            "name": "squat resistance",
            "mentions": 40,
            "positive": 29,
            "negative": 11
          },
          {
            "name": "appearance",
            "mentions": 36,
            "positive": 35,
            "negative": 1
          },
          {
            "name": "color",
            "mentions": 31,
            "positive": 25,
            "negative": 6
          },
          {
            "name": "value for money",
            "mentions": 19,
            "positive": 17,
            "negative": 2
          },
          {
            "name": "opacity",
            "mentions": 21,
            "positive": 9,
            "negative": 12
          }
        ],
        "star": [
          79,
          11,
          6,
          1,
          3
        ],
        "summaryCn": "显瘦、收腹、黄油般柔软，深蹲稳定性好；但不透度评价两极，部分用户认为很透。"
      },
      "rank": 2
    },
    {
      "title": "Womens Square Neck Sports Bra Workout Bra",
      "asin": "B0CZ72N2HH",
      "image": "/assets/products/B0CZ72N2HH.jpg",
      "price": 28,
      "rating": 4.6,
      "reviews": 503,
      "bought": 100,
      "listPrice": null,
      "choice": false,
      "variants": 6,
      "category": "Sports Bras",
      "categoryCn": "运动内衣",
      "shortName": "方领运动内衣",
      "asins": [
        "B0HMC5L4XF",
        "B0HMCQTW8F",
        "B0HMCBBKMT",
        "B0CZ72N2HH",
        "B0DP9SHZ7Y",
        "B07SMRHXCS"
      ],
      "detail": {
        "sourceAsin": "B0CZ72N2HH",
        "launchDate": "2024-05-13",
        "date": "May 13, 2024",
        "bsrMain": 22579,
        "bsrSub": {
          "rank": 108,
          "cat": "Women's Sports Bras"
        },
        "fabric": "80% Polyamide, 20% - Lycra®Elastane",
        "care": "Machine Wash",
        "origin": "Imported",
        "features": [
          "Light support suitable for yoga or daily wear",
          "Removable bra pads for easy adjustment",
          "Squar neckline & back cami bra with less coverage added sexy",
          "Hem band with elastic underbust and flat straps provide decent support",
          "Ultra-Soft fabric engineered for extremely softness, comfort, breathable, and lightweight"
        ],
        "summary": "Customers love this sports bra for its flattering fit, particularly for mid-size bodies, and appreciate its soft, smooth fabric that feels like air. The bra receives positive feedback for its color, comfort, and quality, with one customer noting it provides great support without adding bulk. While some customers find it true to size, others mention it runs small, and opinions about support are mixed, with some finding it supportive while others say it's not.",
        "aspects": [
          {
            "name": "quality",
            "mentions": 73,
            "positive": 69,
            "negative": 4
          },
          {
            "name": "fit",
            "mentions": 62,
            "positive": 52,
            "negative": 10
          },
          {
            "name": "comfort",
            "mentions": 49,
            "positive": 49,
            "negative": 0
          },
          {
            "name": "softness",
            "mentions": 30,
            "positive": 30,
            "negative": 0
          },
          {
            "name": "color",
            "mentions": 25,
            "positive": 21,
            "negative": 4
          },
          {
            "name": "fabric quality",
            "mentions": 18,
            "positive": 18,
            "negative": 0
          },
          {
            "name": "support",
            "mentions": 33,
            "positive": 21,
            "negative": 12
          },
          {
            "name": "sizing",
            "mentions": 19,
            "positive": 9,
            "negative": 10
          }
        ],
        "star": [],
        "summaryCn": "对中等身材友好，面料柔软顺滑、外观显身材；支撑和尺码一致性是主要争议。"
      },
      "rank": 3
    },
    {
      "title": "No Front Seam Biker Shorts 4''/ 6''",
      "asin": "B0FBVH1XR3",
      "image": "/assets/products/B0FBVH1XR3.jpg",
      "price": 20,
      "rating": 4.6,
      "reviews": 486,
      "bought": 200,
      "listPrice": null,
      "choice": false,
      "variants": 10,
      "category": "Shorts",
      "categoryCn": "短裤",
      "shortName": "无前缝高腰骑行短裤 4″/6″",
      "asins": [
        "B0GZ3CXFFR",
        "B0GYXRP6RF",
        "B0GZ3DXCG5",
        "B0FBVH1XR3",
        "B0FBVCTVTB",
        "B0FBV4TJFG",
        "B0FBVBQ8PZ",
        "B0FDGQGPD7",
        "B0GZ3N9P89",
        "B0FBVG1CTT"
      ],
      "detail": {
        "sourceAsin": "B0FBVH1XR3",
        "launchDate": "2025-06-04",
        "date": "June 4, 2025",
        "bsrMain": 11682,
        "bsrSub": {
          "rank": 41,
          "cat": "Women's Athletic Shorts"
        },
        "fabric": "80% Polyamide, 20% Lycra Elastane",
        "care": "Machine Wash",
        "origin": "Imported",
        "features": [
          "Light compression suitable for workout or leisure",
          "No front seam design",
          "High rise. 4'' inseam",
          "Cloudluxe fabric features extremely soft and ultra stretchy, perfect fit",
          "Squat proof and seamless waistband"
        ],
        "summary": "Customers love these workout shorts for their perfect fit, buttery softness, and comfort, with one customer describing them as \"comfy as a cloud.\" They receive positive feedback for their value, color accuracy, and seamless design, with one customer noting the flattering v-shape in the back. Opacity is mixed, with some customers finding them opaque while others say they're see-through.",
        "aspects": [
          {
            "name": "fit",
            "mentions": 105,
            "positive": 88,
            "negative": 17
          },
          {
            "name": "softness",
            "mentions": 52,
            "positive": 51,
            "negative": 1
          },
          {
            "name": "comfort",
            "mentions": 46,
            "positive": 46,
            "negative": 0
          },
          {
            "name": "value for money",
            "mentions": 23,
            "positive": 21,
            "negative": 2
          },
          {
            "name": "color",
            "mentions": 20,
            "positive": 18,
            "negative": 2
          },
          {
            "name": "no front seam",
            "mentions": 19,
            "positive": 15,
            "negative": 4
          },
          {
            "name": "workout-friendly",
            "mentions": 16,
            "positive": 15,
            "negative": 1
          },
          {
            "name": "opacity",
            "mentions": 22,
            "positive": 11,
            "negative": 11
          }
        ],
        "star": [
          80,
          9,
          5,
          3,
          3
        ],
        "summaryCn": "版型、柔软度和舒适度都获高分，被形容为“像云一样舒服”；不透度仍是主要争议。"
      },
      "rank": 4
    },
    {
      "title": "Fleece Lined Sweatpants Wide Leg Pants",
      "asin": "B0HL7QRFTB",
      "image": "/assets/products/B0HL7QRFTB.jpg",
      "price": 40,
      "rating": 4.2,
      "reviews": 482,
      "bought": 0,
      "listPrice": 50.95,
      "choice": false,
      "variants": 2,
      "category": "Loungewear",
      "categoryCn": "家居服",
      "shortName": "抓绒内里阔腿卫裤",
      "asins": [
        "B0HL7M7DDF",
        "B0HL7QRFTB"
      ],
      "detail": {
        "sourceAsin": "B0HL7QRFTB",
        "launchDate": "2026-11-09",
        "date": "November 9, 2026",
        "bsrMain": null,
        "bsrSub": null,
        "fabric": "87% Cotton, 13% Polyester",
        "care": "Machine Wash",
        "origin": "Imported",
        "features": [
          "Designed for daily wear",
          "Soft brushed fleece lining traps heat and wraps you in cloud-soft, cozy warmth",
          "Premium cotton blend feels breathable, stretchy and gentle on skin for all-day comfort",
          "Side pockets with inner slip pocket for phone, keys and cards",
          "Elastic waistband with internal drawstring"
        ],
        "summary": "",
        "aspects": [],
        "star": [],
        "summaryCn": "2026-11-09 才上架，暂无评分；抓绒内里 + 阔腿版型，是秋冬家居服试水。"
      },
      "rank": 5
    },
    {
      "title": "No Front Seam Scrunch Leggings 25''",
      "asin": "B0FB81P47W",
      "image": "/assets/products/B0FB81P47W.jpg",
      "price": 32,
      "rating": 4.4,
      "reviews": 472,
      "bought": 500,
      "listPrice": null,
      "choice": true,
      "variants": 11,
      "category": "Leggings",
      "categoryCn": "紧身裤",
      "shortName": "无前缝抓皱提臀紧身裤 25″",
      "asins": [
        "B0FB73JNMC",
        "B0F8MDYCR7",
        "B0F8MQQGP6",
        "B0FX24DL9K",
        "B0F8LJR3T9",
        "B0HLCF1DLG",
        "B0G7GYZMQR",
        "B0GCCR6891",
        "B0GZ35YS39",
        "B0FB81P47W",
        "B0GCFL6GZ3"
      ],
      "detail": {
        "sourceAsin": "B0FB81P47W",
        "launchDate": "2025-06-16",
        "date": "June 16, 2025",
        "bsrMain": 7352,
        "bsrSub": {
          "rank": 89,
          "cat": "Women's Activewear Leggings"
        },
        "fabric": "73% Polyamide, 27% Lycra Elastane",
        "care": "Machine Wash",
        "origin": "Imported",
        "features": [
          "Ideal for yoga and workout",
          "High rise. 25'' inseam",
          "No front seam. Anti camel toe",
          "Booty-lifting v-back waistband",
          "Cloudlift fabric is as Buttery Soft and flattering as Cloudluxe, but a bit more compressed and thick"
        ],
        "summary": "Customers love these leggings for their flattering fit that stays in place during workouts, excellent quality, and buttery soft feel. They receive positive feedback for their color, value for money, and compression, with one customer noting they hold up well after multiple washes. Opacity receives mixed reviews, with some saying they're not see-through while others find them very see-through. Durability is also mixed, with several customers reporting issues with seams coming apart.",
        "aspects": [
          {
            "name": "fit",
            "mentions": 91,
            "positive": 70,
            "negative": 21
          },
          {
            "name": "quality",
            "mentions": 90,
            "positive": 80,
            "negative": 10
          },
          {
            "name": "softness",
            "mentions": 48,
            "positive": 48,
            "negative": 0
          },
          {
            "name": "color",
            "mentions": 33,
            "positive": 26,
            "negative": 7
          },
          {
            "name": "value for money",
            "mentions": 30,
            "positive": 27,
            "negative": 3
          },
          {
            "name": "compression",
            "mentions": 19,
            "positive": 14,
            "negative": 5
          },
          {
            "name": "opacity",
            "mentions": 20,
            "positive": 11,
            "negative": 9
          },
          {
            "name": "durability",
            "mentions": 16,
            "positive": 8,
            "negative": 8
          }
        ],
        "star": [
          72,
          12,
          8,
          3,
          5
        ],
        "summaryCn": "版型显瘦、运动中不移位，面料柔软、性价比高；但不透度和耐用性评价分化，部分用户遇到缝线开裂。"
      },
      "rank": 6
    },
    {
      "title": "Halter Longline Sports Bra Padded",
      "asin": "B0DK57Z5V2",
      "image": "/assets/products/B0DK57Z5V2.jpg",
      "price": 26,
      "rating": 4.5,
      "reviews": 434,
      "bought": 50,
      "listPrice": null,
      "choice": false,
      "variants": 1,
      "category": "Sports Bras",
      "categoryCn": "运动内衣",
      "shortName": "挂脖长款运动内衣",
      "asins": [
        "B0DK57Z5V2"
      ],
      "detail": {
        "sourceAsin": "B0DK57Z5V2",
        "launchDate": "2024-11-18",
        "date": "November 18, 2024",
        "bsrMain": 30267,
        "bsrSub": {
          "rank": 138,
          "cat": "Women's Sports Bras"
        },
        "fabric": "80% Polyamide, 20% Lycra Elastane",
        "care": "Machine Wash",
        "origin": "Imported",
        "features": [
          "Plunge scoop neckline; Halter backless sports bras style",
          "Designed for yoga or lounge. Low support",
          "Hem band with elastic underbust and flat straps provide decent support",
          "Removable built-in padding for easy adjustment",
          "Ultra-Soft fabric engineered for extremely softness, comfort, breathable, and lightweight"
        ],
        "summary": "Customers find the sports bra snug and appreciate its soft, buttery-smooth material, fun colors, and good value for gym wardrobe. The appearance receives positive feedback, with one customer noting it's eye-catching enough to get noticed. While some customers say it's perfect for working out and weightlifting, others mention it's not suitable for high-impact activities. The sizing receives mixed reviews, with some finding it true to size while others say it runs a bit big, and neck comfort is also mixed, with some customers reporting neck and back pain.",
        "aspects": [
          {
            "name": "fit",
            "mentions": 63,
            "positive": 54,
            "negative": 9
          },
          {
            "name": "appearance",
            "mentions": 42,
            "positive": 40,
            "negative": 2
          },
          {
            "name": "softness",
            "mentions": 24,
            "positive": 23,
            "negative": 1
          },
          {
            "name": "color",
            "mentions": 13,
            "positive": 11,
            "negative": 2
          },
          {
            "name": "value for money",
            "mentions": 12,
            "positive": 11,
            "negative": 1
          },
          {
            "name": "size",
            "mentions": 11,
            "positive": 4,
            "negative": 7
          },
          {
            "name": "suitability for activities",
            "mentions": 11,
            "positive": 7,
            "negative": 4
          },
          {
            "name": "neck comfort",
            "mentions": 10,
            "positive": 4,
            "negative": 6
          }
        ],
        "star": [],
        "summaryCn": "包裹感强、面料柔软、颜色有趣、性价比好；更适合低强度训练。"
      },
      "rank": 7
    },
    {
      "title": "V-Neck Long Sleeve Cross Ballet Wrap Top",
      "asin": "B0DK591XBK",
      "image": "/assets/products/B0DK591XBK.jpg",
      "price": 26,
      "rating": 4.5,
      "reviews": 425,
      "bought": 0,
      "listPrice": null,
      "choice": false,
      "variants": 1,
      "category": "Tops",
      "categoryCn": "上衣",
      "shortName": "V 领交叉芭蕾罩衫",
      "asins": [
        "B0DK591XBK"
      ],
      "detail": {
        "sourceAsin": "B0DK591XBK",
        "launchDate": "2024-11-11",
        "date": "November 11, 2024",
        "bsrMain": 32237,
        "bsrSub": {
          "rank": 116,
          "cat": "Women's Activewear T-Shirts"
        },
        "fabric": "94% Modal 6% Elastane",
        "care": "Machine Wash",
        "origin": "Imported",
        "features": [
          "Wrap design with tie; Slim Fit",
          "Wide v-neck desigh flattering shoulder and neckline",
          "Suitable for dancing, pilates, yoga, or daily lounging",
          "Lightweight and soft fine rib texture fabric with decent stretch, just like a second skin",
          "Designed to be worn front and back and be tied in a variety of ways to explore the endless possibilities"
        ],
        "summary": "Customers love this wrap top's modal fabric and find it comfortable, soft, and true to size. They appreciate its fit, with one customer noting it's perfect for athletic wear, and they like its color, with one describing it as a beautiful muted shade. Customers find it worth the price.",
        "aspects": [
          {
            "name": "quality",
            "mentions": 55,
            "positive": 52,
            "negative": 3
          },
          {
            "name": "fit",
            "mentions": 50,
            "positive": 47,
            "negative": 3
          },
          {
            "name": "softness",
            "mentions": 36,
            "positive": 36,
            "negative": 0
          },
          {
            "name": "color",
            "mentions": 18,
            "positive": 15,
            "negative": 3
          },
          {
            "name": "comfort",
            "mentions": 17,
            "positive": 17,
            "negative": 0
          },
          {
            "name": "value for money",
            "mentions": 16,
            "positive": 14,
            "negative": 2
          },
          {
            "name": "material",
            "mentions": 15,
            "positive": 14,
            "negative": 1
          },
          {
            "name": "sizing",
            "mentions": 14,
            "positive": 11,
            "negative": 3
          }
        ],
        "star": [],
        "summaryCn": "Modal 面料柔软、版型正、适合运动与日常叠穿，是本组上衣中评分规模最高的一款。"
      },
      "rank": 8
    },
    {
      "title": "Low Scoop Neck Tank Tops Built in Bra",
      "asin": "B0CX172F1G",
      "image": "/assets/products/B0CX172F1G.jpg",
      "price": 28,
      "rating": 4.5,
      "reviews": 398,
      "bought": 100,
      "listPrice": null,
      "choice": false,
      "variants": 11,
      "category": "Tank Tops",
      "categoryCn": "背心",
      "shortName": "低圆领内置胸垫背心",
      "asins": [
        "B0CX1G9762",
        "B0HLCXMNCQ",
        "B0HLCLNF81",
        "B0HLC7LPW2",
        "B0HLCWKVGY",
        "B0HLCM7V22",
        "B0HLCQKVLP",
        "B0HLCSYS3D",
        "B0HLCFBGBR",
        "B0HLCKJJKV",
        "B0CX172F1G"
      ],
      "detail": {
        "sourceAsin": "B0CX172F1G",
        "launchDate": null,
        "bsrMain": null,
        "bsrSub": null,
        "features": [],
        "summary": "",
        "aspects": [],
        "star": [],
        "summaryCn": null
      },
      "rank": 9
    },
    {
      "title": "Deep V-Neck Sports Bra Padded Yoga Workout Bra",
      "asin": "B0CS6PCGLR",
      "image": "/assets/products/B0CS6PCGLR.jpg",
      "price": 28,
      "rating": 4.4,
      "reviews": 376,
      "bought": 50,
      "listPrice": null,
      "choice": false,
      "variants": 1,
      "category": "Sports Bras",
      "categoryCn": "运动内衣",
      "shortName": "深 V 运动内衣",
      "asins": [
        "B0CS6PCGLR"
      ],
      "detail": {
        "sourceAsin": "B0CS6PCGLR",
        "launchDate": "2024-02-18",
        "date": "February 18, 2024",
        "bsrMain": 38105,
        "bsrSub": {
          "rank": 163,
          "cat": "Women's Sports Bras"
        },
        "fabric": "80% Polyamide, 20% Lycra Elastane",
        "care": "Machine Wash",
        "origin": "Imported",
        "features": [
          "Low support suitable for yoga or daily lounging",
          "Deep V neckline and darts to shape cups gives you a rounder shape for a flattering figure",
          "Hem band with elastic provides light support and coverage",
          "Built-in removable pads and wireless",
          "Ultra-Soft fabric engineered for extremely softness, comfort, breathable, and lightweight"
        ],
        "summary": "Customers find the sports bra comfortable, with one noting it doesn't dig into shoulders, and appreciate its buttery smooth material that looks good and provides great support. The bra receives positive feedback for its appearance, with one customer mentioning it creates a push-up effect. While some customers say the size is spot on, others find it runs slightly large. The fit receives mixed reviews, with some saying it comfortably holds everything in place while others find it too wide. Customers disagree on its suitability for exercise, with some finding it perfect for yoga while others say it's not suitable for working out.",
        "aspects": [
          {
            "name": "comfort",
            "mentions": 46,
            "positive": 44,
            "negative": 2
          },
          {
            "name": "appearance",
            "mentions": 31,
            "positive": 30,
            "negative": 1
          },
          {
            "name": "support",
            "mentions": 24,
            "positive": 17,
            "negative": 7
          },
          {
            "name": "softness",
            "mentions": 23,
            "positive": 22,
            "negative": 1
          },
          {
            "name": "material",
            "mentions": 16,
            "positive": 15,
            "negative": 1
          },
          {
            "name": "fit",
            "mentions": 52,
            "positive": 34,
            "negative": 18
          },
          {
            "name": "size",
            "mentions": 18,
            "positive": 8,
            "negative": 10
          },
          {
            "name": "suitability for exercise",
            "mentions": 17,
            "positive": 11,
            "negative": 6
          }
        ],
        "star": [
          70,
          15,
          7,
          6,
          2
        ],
        "summaryCn": "舒适、不压肩，面料柔软，外观显胸型；尺码偏大/偏小并存，支撑力对高强度训练不足。"
      },
      "rank": 10
    },
    {
      "title": "High Waist Mini Flared Leggings 31\"",
      "asin": "B0CV7MQVKG",
      "image": "/assets/products/B0CV7MQVKG.jpg",
      "price": 28,
      "rating": 4.4,
      "reviews": 219,
      "bought": 0,
      "listPrice": 38,
      "choice": false,
      "variants": 1,
      "category": "Leggings",
      "categoryCn": "紧身裤",
      "shortName": "高腰微喇紧身裤 31″",
      "asins": [
        "B0CV7MQVKG"
      ],
      "detail": null,
      "rank": 11
    },
    {
      "title": "No Front Seam Scrunch Butt Flare Leggings 31''",
      "asin": "B07SNTNJ34",
      "image": "/assets/products/B07SNTNJ34.jpg",
      "price": 38,
      "rating": 4.5,
      "reviews": 197,
      "bought": 800,
      "listPrice": 9.99,
      "choice": false,
      "variants": 3,
      "category": "Leggings",
      "categoryCn": "紧身裤",
      "shortName": "无前缝抓皱提臀喇叭裤 31″",
      "asins": [
        "B07SNTNJ34",
        "B07SMZ372R",
        "B07SKRQNDK"
      ],
      "detail": null,
      "rank": 12
    },
    {
      "title": "2 in 1 High Waisted Running Shorts for Women 3\"",
      "asin": "B0DW8RVQHR",
      "image": "/assets/products/B0DW8RVQHR.jpg",
      "price": 28,
      "rating": 4.5,
      "reviews": 190,
      "bought": 0,
      "listPrice": null,
      "choice": false,
      "variants": 3,
      "category": "Shorts",
      "categoryCn": "短裤",
      "shortName": "二合一高腰跑步短裤 3″",
      "asins": [
        "B0DW8RVQHR",
        "B0DW8MF9KF",
        "B0DW8RSJVQ"
      ],
      "detail": null,
      "rank": 13
    },
    {
      "title": "V Neck Padded Tank Tops Criss Cross Strap",
      "asin": "B07SMWHY3M",
      "image": "/assets/products/B07SMWHY3M.jpg",
      "price": 28,
      "rating": 4.6,
      "reviews": 167,
      "bought": 50,
      "listPrice": null,
      "choice": false,
      "variants": 1,
      "category": "Tank Tops",
      "categoryCn": "背心",
      "shortName": "V 领交叉带内置胸垫背心",
      "asins": [
        "B07SMWHY3M"
      ],
      "detail": null,
      "rank": 14
    },
    {
      "title": "Ballet Long Sleeve Knot Top Twist Front",
      "asin": "B0FZ9CR41Z",
      "image": "/assets/products/B0FZ9CR41Z.jpg",
      "price": 26,
      "rating": 4.4,
      "reviews": 128,
      "bought": 0,
      "listPrice": null,
      "choice": false,
      "variants": 1,
      "category": "Tops",
      "categoryCn": "上衣",
      "shortName": "芭蕾长袖扭结上衣",
      "asins": [
        "B0FZ9CR41Z"
      ],
      "detail": {
        "sourceAsin": "B0FZ9CR41Z",
        "launchDate": "2025-12-01",
        "date": "December 1, 2025",
        "bsrMain": 53864,
        "bsrSub": {
          "rank": 30,
          "cat": "Women's Dance Tops"
        },
        "fabric": "94% Modal 6% Elastane",
        "care": "Machine Wash",
        "origin": "Imported",
        "features": [
          "Twist front & cropped, matches high-waist active/casual looks",
          "Suitable for dancing, pilates, yoga, or daily lounging",
          "Can be worn both front and back for two distinct looks",
          "Lightweight and soft fine rib texture fabric with decent stretch, just like a second skin",
          "Tailored cut, hugs curves, stylish & confident on all body types"
        ],
        "summary": "Customers find the shirt cute and love its quality, praising its softness and comfort. The color receives mixed feedback, with some customers saying they need it in every color while others note it's not the right shade. The fit and fabric thickness are also mixed aspects, with some finding it runs a bit loose and is pretty thin. The opacity receives mixed reviews, with customers appreciating it as a great layering piece for the gym but noting it's a little bit see-through.",
        "aspects": [
          {
            "name": "appearance",
            "mentions": 22,
            "positive": 22,
            "negative": 0
          },
          {
            "name": "quality",
            "mentions": 13,
            "positive": 11,
            "negative": 2
          },
          {
            "name": "softness",
            "mentions": 11,
            "positive": 11,
            "negative": 0
          },
          {
            "name": "comfort",
            "mentions": 10,
            "positive": 10,
            "negative": 0
          },
          {
            "name": "color",
            "mentions": 6,
            "positive": 4,
            "negative": 2
          },
          {
            "name": "fit",
            "mentions": 6,
            "positive": 4,
            "negative": 2
          },
          {
            "name": "opacity",
            "mentions": 6,
            "positive": 4,
            "negative": 2
          },
          {
            "name": "fabric thickness",
            "mentions": 5,
            "positive": 3,
            "negative": 2
          }
        ],
        "star": [
          77,
          6,
          7,
          3,
          7
        ],
        "summaryCn": "柔软、显瘦、适合叠穿，77% 五星；芭蕾趋势款，评分基数仍小。"
      },
      "rank": 15
    },
    {
      "title": "Womens U-Neck Sports Bra Padded U Back Medium Impact Fitness Yoga Bar Workout Crop Top with Built in Bra",
      "asin": "B0CSCTH3BR",
      "image": "/assets/products/B0CSCTH3BR.jpg",
      "price": 28,
      "rating": 4.4,
      "reviews": 120,
      "bought": 0,
      "listPrice": null,
      "choice": false,
      "variants": 1,
      "category": "Sports Bras",
      "categoryCn": "运动内衣",
      "shortName": "U 领中强度运动内衣",
      "asins": [
        "B0CSCTH3BR"
      ],
      "detail": null,
      "rank": 16
    },
    {
      "title": "Women's Square Scoop Neck Sports Bra Thin Strap Padded Yoga Bra",
      "asin": "B0CV7M61T4",
      "image": "/assets/products/B0CV7M61T4.jpg",
      "price": 19.9,
      "rating": 4.4,
      "reviews": 114,
      "bought": 0,
      "listPrice": 28,
      "choice": false,
      "variants": 1,
      "category": "Sports Bras",
      "categoryCn": "运动内衣",
      "shortName": "方领细肩带运动内衣",
      "asins": [
        "B0CV7M61T4"
      ],
      "detail": {
        "sourceAsin": "B0CV7M61T4",
        "launchDate": "2024-03-31",
        "date": "March 31, 2024",
        "bsrMain": 254435,
        "bsrSub": {
          "rank": 700,
          "cat": "Women's Sports Bras"
        },
        "fabric": "80% Polyamide, 20% Lycra Elastane",
        "care": "Machine Wash",
        "origin": "Imported",
        "features": [
          "Low support suitable for yoga or daily lounging",
          "The design of corrugated contoured paneling accentuate your shape",
          "Removable pads and thin, flat straps provides decent support",
          "Square scoop neckline and low coverage maximize the appearance of you attractive breasts",
          "Ultra-Soft fabric engineered for extremely softness, comfort, breathable, and lightweight"
        ],
        "summary": "Customers find this sports bra to be of excellent quality, with one noting it's better than most brands, and they get compliments on its appearance. The bra is comfortable, with one customer mentioning it doesn't cause neck or shoulder aches, and another noting it holds everything together without feeling tight. Customers appreciate its softness, support, and true-to-size fit, with one highlighting its suitability for low-impact workouts like Pilates and strength training.",
        "aspects": [
          {
            "name": "quality",
            "mentions": 17,
            "positive": 17,
            "negative": 0
          },
          {
            "name": "appearance",
            "mentions": 12,
            "positive": 11,
            "negative": 1
          },
          {
            "name": "comfort",
            "mentions": 12,
            "positive": 12,
            "negative": 0
          },
          {
            "name": "fit",
            "mentions": 10,
            "positive": 9,
            "negative": 1
          },
          {
            "name": "size",
            "mentions": 10,
            "positive": 9,
            "negative": 1
          },
          {
            "name": "softness",
            "mentions": 10,
            "positive": 10,
            "negative": 0
          },
          {
            "name": "support",
            "mentions": 10,
            "positive": 9,
            "negative": 1
          },
          {
            "name": "material",
            "mentions": 7,
            "positive": 7,
            "negative": 0
          }
        ],
        "star": [
          71,
          15,
          8,
          4,
          2
        ],
        "summaryCn": "质量好、外观常被夸，价格 $19.90 是内衣线最低价；尺码一致性一般。"
      },
      "rank": 17
    },
    {
      "title": "Womens Long Sleeve High Round Neck Crop Yoga Shirts",
      "asin": "B0D5LNGS7B",
      "image": "/assets/products/B0D5LNGS7B.jpg",
      "price": 22.99,
      "rating": 4.4,
      "reviews": 89,
      "bought": 0,
      "listPrice": 28,
      "choice": false,
      "variants": 1,
      "category": "Tops",
      "categoryCn": "上衣",
      "shortName": "高圆领长袖短款瑜伽衫",
      "asins": [
        "B0D5LNGS7B"
      ],
      "detail": null,
      "rank": 18
    },
    {
      "title": "Low Scoop Neck Racerback Tank Top Pilates",
      "asin": "B0G4KTVM6R",
      "image": "/assets/products/B0G4KTVM6R.jpg",
      "price": 28,
      "rating": 4.5,
      "reviews": 83,
      "bought": 0,
      "listPrice": null,
      "choice": false,
      "variants": 1,
      "category": "Tank Tops",
      "categoryCn": "背心",
      "shortName": "低圆领工字背普拉提背心",
      "asins": [
        "B0G4KTVM6R"
      ],
      "detail": null,
      "rank": 19
    },
    {
      "title": "Womens V-Neck Long Sleeve Tops Padded",
      "asin": "B0CS64VWQB",
      "image": "/assets/products/B0CS64VWQB.jpg",
      "price": 22.99,
      "rating": 4.5,
      "reviews": 81,
      "bought": 500,
      "listPrice": 35.99,
      "choice": false,
      "variants": 1,
      "category": "Tops",
      "categoryCn": "上衣",
      "shortName": "V 领长袖内置胸垫上衣",
      "asins": [
        "B0CS64VWQB"
      ],
      "detail": {
        "sourceAsin": "B0CS64VWQB",
        "launchDate": "2024-07-08",
        "date": "July 8, 2024",
        "bsrMain": 169332,
        "bsrSub": {
          "rank": 461,
          "cat": "Women's Activewear T-Shirts"
        },
        "fabric": "80% Polyamide, 20% Lycra",
        "care": "Machine Wash",
        "origin": "Imported",
        "features": [
          "Wide v-neck desigh flattering shoulder and neckline",
          "Built-in removable pads",
          "Hip-length design;Slim fitted",
          "Ultra-Soft fabric engineered for extremely softness,comfort,breathable,and lightweight",
          "Low to moderate support suitable for sports or daily lounging"
        ],
        "summary": "Customers find the shirt fits well, with one mentioning it's tight enough to be worn without a bra. Moreover, they compare its quality favorably to Lululemon and appreciate its nice material, with one noting its breathable properties. Additionally, they like the padding and built-in bra feature.",
        "aspects": [
          {
            "name": "fit",
            "mentions": 14,
            "positive": 13,
            "negative": 1
          },
          {
            "name": "quality",
            "mentions": 14,
            "positive": 14,
            "negative": 0
          },
          {
            "name": "material",
            "mentions": 10,
            "positive": 10,
            "negative": 0
          },
          {
            "name": "padding",
            "mentions": 10,
            "positive": 10,
            "negative": 0
          },
          {
            "name": "bra",
            "mentions": 5,
            "positive": 5,
            "negative": 0
          }
        ],
        "star": [
          80,
          8,
          4,
          2,
          6
        ],
        "summaryCn": "版型贴合、可免穿内衣，质量被部分用户拿来与 Lululemon 比较。"
      },
      "rank": 20
    },
    {
      "title": "Deep V-Neck Halter Sports Bra Padded",
      "asin": "B0FRS23C8L",
      "image": "/assets/products/B0FRS23C8L.jpg",
      "price": 28,
      "rating": 4.3,
      "reviews": 75,
      "bought": 200,
      "listPrice": null,
      "choice": false,
      "variants": 3,
      "category": "Sports Bras",
      "categoryCn": "运动内衣",
      "shortName": "深 V 挂脖运动内衣",
      "asins": [
        "B0FRS23C8L",
        "B0H6ZZ9FVS",
        "B0H6ZZ4F2L"
      ],
      "detail": {
        "sourceAsin": "B0H6ZZ4F2L",
        "launchDate": "2026-02-02",
        "date": "February 2, 2026",
        "bsrMain": 37468,
        "bsrSub": {
          "rank": 160,
          "cat": "Women's Sports Bras"
        },
        "fabric": "80% Polyamide, 20% Lycra Elastane",
        "care": "Machine Wash",
        "origin": "Imported",
        "features": [
          "Designed for yoga or lounge. Low support",
          "Halter backless sports bras style. Deep V neckline",
          "Built-in removable pads and wireless",
          "Hem band with elastic provides light support and coverage",
          "Ultra-Soft fabric engineered for extremely softness, comfort, breathable, and lightweight"
        ],
        "summary": "Customers find the sports bra beautiful in color, comfortable, and of good quality, with one mentioning it's one of their favorite gym tops. They consider it a great value for the price. The fit receives mixed feedback, with several customers noting that the band doesn't run true to size.",
        "aspects": [
          {
            "name": "color",
            "mentions": 8,
            "positive": 7,
            "negative": 1
          },
          {
            "name": "value for money",
            "mentions": 6,
            "positive": 5,
            "negative": 1
          },
          {
            "name": "quality",
            "mentions": 5,
            "positive": 5,
            "negative": 0
          },
          {
            "name": "fit",
            "mentions": 7,
            "positive": 4,
            "negative": 3
          },
          {
            "name": "comfort",
            "mentions": 6,
            "positive": 4,
            "negative": 2
          }
        ],
        "star": [
          68,
          13,
          9,
          4,
          6
        ],
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    {
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    {
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    {
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        "B0H2CY697G"
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    {
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      "category": "Loungewear",
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        "B0H739V1F3"
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    {
      "title": "No Front Seam Scrunch Butt Biker Shorts 6\"",
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        "B0GWMKQW93"
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    {
      "title": "Womens Biker Shorts 4 Inches High Waisted No Front Seam Hollow Belt Running Workout Yoga Shorts",
      "shortName": "镂空腰高腰骑行短裤 4″",
      "asin": "B0DQ7QHVYD",
      "bought": 500,
      "reviews": 42,
      "rating": 4.4,
      "price": 9.99,
      "category": "Shorts",
      "categoryCn": "短裤"
    },
    {
      "title": "Square Neck Sports Bra Criss Cross Straps",
      "shortName": "方领交叉带运动内衣",
      "asin": "B0FX3H6YVJ",
      "bought": 400,
      "reviews": 69,
      "rating": 4.4,
      "price": 28,
      "category": "Sports Bras",
      "categoryCn": "运动内衣"
    },
    {
      "title": "Low Scoop Neck Athletic Rompers Jumpsuits",
      "shortName": "低圆领运动连体服",
      "asin": "B0F9KFT9SS",
      "bought": 300,
      "reviews": 42,
      "rating": 4.4,
      "price": 19.99,
      "category": "One-Pieces",
      "categoryCn": "连体服"
    },
    {
      "title": "No Front Seam Scrunch Butt Biker Shorts 5''",
      "shortName": "无前缝抓皱提臀骑行短裤 5″",
      "asin": "B0FRM4S1BM",
      "bought": 200,
      "reviews": 564,
      "rating": 4.6,
      "price": 24,
      "category": "Shorts",
      "categoryCn": "短裤"
    }
  ],
  "timeline": [
    {
      "date": "2024.02",
      "tag": "起点",
      "title": "从一件运动内衣开始",
      "text": "深 V 运动内衣上线，定价 $28。今天它仍有 376 个评分、4.4 星，是品牌最早可追溯的核心 listing。"
    },
    {
      "date": "2024.04",
      "tag": "爆款",
      "title": "第一条“无前缝”紧身裤",
      "text": "High Waisted No Front Seam Legging 25″ 上线，$29.95，809 个评分、4.5 星，类目 BSR #45。"
    },
    {
      "date": "2024.11",
      "tag": "扩展",
      "title": "芭蕾与挂脖线",
      "text": "V 领交叉芭蕾罩衫、挂脖长款运动内衣上线，从纯训练服转向 studio-to-street。"
    },
    {
      "date": "2025.04–06",
      "tag": "第二曲线",
      "title": "短裤矩阵成型",
      "text": "抓皱骑行短裤与无前缝骑行短裤密集上线，$20–24，两款分别进入短裤类目 #82 / #41。"
    },
    {
      "date": "2025.12–2026.02",
      "tag": "趋势",
      "title": "Balletcore 与深 V 回潮",
      "text": "芭蕾扭结上衣、深 V 挂脖内衣，用趋势款拉新；新款的评分基数仍低。"
    },
    {
      "date": "2026.08–11",
      "tag": "新边界",
      "title": "家居服与新廓形",
      "text": "交叉腰紧身裤月购信号 800+；抓绒阔腿卫裤 11 月 9 日才上架，开始试水秋冬家居服。"
    }
  ],
  "quotes": [
    {
      "tag": "柔软度",
      "en": "“Love! Buttery soft — bought in two colors.”",
      "cn": "很喜欢，像黄油一样软，直接买了两个颜色。",
      "product": "无前缝高腰紧身裤"
    },
    {
      "tag": "性价比",
      "en": "“Great quality leggings for a great price! Not too thick or thin — just right.”",
      "cn": "质量很好的紧身裤，价格也漂亮；不厚不薄，刚刚好。",
      "product": "无前缝高腰紧身裤"
    },
    {
      "tag": "尺码",
      "en": "“Runs small. I’m a 38DD and the XL was way too small.”",
      "cn": "偏小。我是 38DD，XL 也完全不够。",
      "product": "深 V 运动内衣"
    },
    {
      "tag": "支撑",
      "en": "“Not much support if that is what you’re looking for but true to size.”",
      "cn": "如果追求支撑，它给不了太多；尺码倒是标准的。",
      "product": "深 V 运动内衣"
    }
  ],
  "frictions": [
    {
      "name": "尺码一致性",
      "stat": "39 次尺码提及，46% 负面",
      "desc": "同一品牌内“偏大/偏小”并存，颜色与款式之间也有差异。",
      "priority": "P0"
    },
    {
      "name": "浅色不透度",
      "stat": "105 次不透度提及，42% 负面",
      "desc": "浅色、汗湿、深蹲场景下最容易被放大，直接影响转化与退货。",
      "priority": "P0"
    },
    {
      "name": "腰头与深蹲稳定",
      "stat": "104 次深蹲稳定提及，33% 负面",
      "desc": "“下滑/卷边”是运动场景的核心失败点，和“提臀”卖点正面冲突。",
      "priority": "P1"
    },
    {
      "name": "支撑上限",
      "stat": "67 次支撑提及，30% 负面",
      "desc": "低/中强度定位清晰，但大胸与高强度用户被挡在门外。",
      "priority": "P1"
    },
    {
      "name": "新品冷启动",
      "stat": "3 个款式暂无评分，2026 新品仅 2–6 个评分",
      "desc": "款式扩张速度快于评论资产积累，新品缺少社会证明。",
      "priority": "P1"
    },
    {
      "name": "长尾 SKU",
      "stat": "143 ASIN / 43 款式，平均 3.3 个 ASIN/款",
      "desc": "颜色与尺码变体碎片化，可能分散评论、库存与广告预算。",
      "priority": "P2"
    }
  ],
  "recommendations": [
    {
      "id": "01",
      "priority": "P0",
      "title": "把“尺码一致”做成系统",
      "impact": "高",
      "effort": "中",
      "actions": [
        "按款式建立独立尺码块，而不是全品牌共用一张表",
        "在详情页加入“身高/体重/常穿码 + 试穿码”三列对照",
        "针对差评集中的颜色做单独 fit note"
      ],
      "kpi": "尺码相关负面提及 -30%；退货率 -15%"
    },
    {
      "id": "02",
      "priority": "P0",
      "title": "把“不透”变成可验证承诺",
      "impact": "高",
      "effort": "中",
      "actions": [
        "浅色款增加同色内衬或双层裆部",
        "用深蹲/汗湿测试视频替代形容词",
        "在 A+ 页面标注每款的不透等级"
      ],
      "kpi": "不透度负面提及 -50%；浅色款转化率 +10%"
    },
    {
      "id": "03",
      "priority": "P1",
      "title": "补上“高强度支撑”缺口",
      "impact": "高",
      "effort": "高",
      "actions": [
        "开发可调节肩带 + 更高侧比的高支撑内衣",
        "把尺码扩展到 D/DD 与更大底围",
        "用“低/中/高”三级支撑标签重构内衣线"
      ],
      "kpi": "支撑负面提及 -30%；内衣线客单价 +8%"
    },
    {
      "id": "04",
      "priority": "P1",
      "title": "收敛长尾，做颜色分层",
      "impact": "中",
      "effort": "中",
      "actions": [
        "把 43 款收敛为 3 个英雄系列 + 季节趋势款",
        "每系列保留 6 个核心色，测试色小批量上线",
        "合并重复 ASIN，集中评论与广告权重"
      ],
      "kpi": "SKU -25%；库存周转 +15%"
    },
    {
      "id": "05",
      "priority": "P1",
      "title": "用套装提升客单",
      "impact": "高",
      "effort": "低",
      "actions": [
        "内衣 + 紧身裤、背心 + 短裤做“一套”入口",
        "用已有爆款给新品导流",
        "在详情页做“Complete the look”搭配"
      ],
      "kpi": "客单价 +10–15%；新品首月评分 +20"
    },
    {
      "id": "06",
      "priority": "P2",
      "title": "给新品 60 天评论冷启动",
      "impact": "中",
      "effort": "低",
      "actions": [
        "上架即接入 Vine / 创作者寄样",
        "首发 60 天目标 25 条真实评分",
        "把新品和英雄款捆绑曝光"
      ],
      "kpi": "新品 60 天评分 ≥25；冷启动周期 -30%"
    }
  ]
}