可见度42.5弱
提及与引用基本同步（落差 0 个百分点），说明 AI 引用它的页面时没有明显障碍。
原始回答
AI 原话（3 条摘录）
提问与回答均为真实调用结果，未作修饰，可自行复核。
提问：What is Sportneer and what products are they known for?
Sportneer is a fitness gear brand/company that sells home and portable exercise equipment—positioning itself as providing easy-to-use fitness products you can use “whenever and wherever you want.” (sportneer.com) What they’re known for (product categories): - Adjustable weighted training gear (especially adjustable weighted vests and similar portable resistance/weight products). ([sportneer.com](https://www.sportneer.com/products/sportneer-adjustable-weighted-vest-2-42lbs?utm_source=o
提问：How does Sportneer compare with its main competitors?
Sportneer is mostly a budget-to-midrange home fitness accessories brand (e.g., adjustable weighted vests, resistance bands/tubing-style sets, suspension-training style straps). (sportneer.com) So it tends to compare differently depending on which Sportneer category you mean. Below are the most common “main competitors” by category and the typical tradeoffs. ## 1) Adjustable weighted vests Sportneer vs TRX (and other premium vest brands) - Price/value: Sportneer generally positions lower-cost options (e.g., “2–18 lbs” and hi
提问：Which brands do buyers in US usually consider when shopping for fitness accessories?
When US shoppers look for fitness accessories, they typically consider a mix of (1) big athletic-apparel brands and (2) specialist fitness-gear brands. Based on US brand-awareness / consideration research, the most commonly recognized athletic brands include: ### Major athletic brands US buyers frequently consider - Nike (statista.com) - adidas ([statista.com](https://www.statista.com/statistics/1343534/most-well-known-sportswear-brands-in-the-united-states/?utm_
同台竞品
AI 在回答里还提到了谁
数字为这批提问中被提及的次数，可据此判断 AI 心智里的竞争格局。
Gym3Category3Armour2Lululemon2Ankle2
从基线到复测
这次实测产出了什么，下一步是什么
基线实测
已完成：8 条回答，提及 50% / 推荐 25% / 引用 50%。
真实采样结果，可逐条复核诊断出的行动项
补齐对比型内容与第三方背书 提供与主流竞品的横向对比、评测引用与用户评价，让 AI 有依据把你放进推荐列表。
采样中推荐率 25%，被提到但未进入推荐位。（经验推断）对标采样中出现频次最高的竞品：Adjustable、Gym、Category 查看这些品牌在哪些页面与话题上被 AI 引用，找出你缺失的内容位。
来自本次采样中竞品提及次数统计。（实测得出）优化后复测
尚未开始。复测会冻结同一批提问与模型版本再跑一次，只报告观测到的变化，不做因果断言——因为 AI 回答本身有波动，单次对比无法证明是优化起了作用。
首批优化实验完成后，这一栏会替换为真实复测对比
说明：本页所有数字都是基线实测值，不是优化效果的承诺。我们不会在这里放置尚未发生的提升幅度。
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4 条提问 × 2 个 AI 平台，几分钟出结果，包含原始回答与行动项。