可见度95.0强
AI 提到 Roborock 的频率比引用它高出 25 个百分点：品牌被认识，但页面不够"可引用"。
原始回答
AI 原话（4 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 Roborock and what products are they known for?
Roborock is a consumer electronics brand (Beijing Roborock Technology Co., Ltd.) that makes smart robotic cleaning products—best known for robot vacuum cleaners and robot vacuum-and-mop systems. The company says it was founded in July 2014. (us.roborock.com) ### What Roborock is known for (products) 1. Robot vacuums (often with mopping) - Roborock’s core lineup is robot vacuums and robot vacuum cleaners with mopping capabilities. ([us.roborock.com](https://us.roborock.com/collections/robot-vacuums?utm_source=op
提问：How does Roborock compare with its main competitors?
Roborock competes mainly in the “smart robot vacuum + mop + obstacle avoidance/mapping” space. Its closest rivals in the US market are iRobot (Roomba) and Ecovacs (Deebot); other frequent alternatives include Dreame and newer challengers, but the biggest day-to-day comparisons are usually with iRobot and Ecovacs. (smarthomesetup.co.uk) ## 1) Roborock vs iRobot (Roomba) Roborock strengths - Often emphasizes advanced mapping/cleaning-room management (software-driven “plan a route, th
提问：Which brands do buyers in US usually consider when shopping for robot vacuums?
US buyers shopping for robot vacuums typically consider a mix of long-established American brands and fast-growing Chinese manufacturers that now dominate best-seller lists and review recommendations. Most commonly considered brands - iRobot (Roomba) – The legacy US brand and still a household name; frequently recommended by Consumer Reports and Wirecutter, though it faces strong competition [6][11][35]. - Roborock – Now one of the top choices overall; often named "best overall" or "best splurge" in 2026 reviews (e.g., Qrevo, Saros, Q7 series) and holds global #1 share per IDC [2][
提问：Recommend a few robot vacuums for buyers in US.
Here are a few strong robot vacuum picks for buyers in the US (mix of “best overall mopping” and “best navigation/self-empty” options), based on recent reputable reviews and manufacturer specs: ## 1) Roborock Qrevo series (e.g., Qrevo Pro / Qrevo MaxV / Qrevo Edge) Why buy: Excellent vacuum + mop combo with an auto-empty, mop self-wash/dry dock on many models. What to look for: Choose the variant that matches your mopping needs—some Qrevo models add features like hot-water mop washing and smarter re-mopping behavior. ([support.roborock.com](https://support.roborock.com/hc/en-us/art
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。
Dreame6Ecovacs5Deebot4Eufy4Roomba3
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 100% / 推荐 100% / 引用 75%。
真实采样结果，可逐条复核诊断出的行动项
对标采样中出现频次最高的竞品：Dreame、Ecovacs、Deebot 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。