Visibility95.0Strong
Roborock is mentioned 25 points more often than it is cited: the brand is known, but its pages are not citable enough.
Raw answers
What the AIs actually said (4 excerpts)
Prompts and answers are unedited results of real calls—verify them yourself.
Prompt: 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
Prompt: 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
Prompt: 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][
Prompt: 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
Who else came up
Other brands the AIs brought up
Counts are mentions across this prompt set—a read on the competitive set inside AI answers.
Dreame6Ecovacs5Deebot4Eufy4Roomba3
From baseline to remeasurement
What this measurement produced, and what comes next
Baseline measurement
Done: 8 responses, mention 100% / recommendation 100% / citation 75%.
Real sampled results, each one inspectableActions from the diagnosis
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。 (observed)Remeasurement after optimization
Not started yet. A remeasurement re-runs the same frozen prompts and model versions, reporting only what changed—no causal claims, because AI answers fluctuate and a single before/after pair cannot prove the optimization caused it.
This slot will hold the real comparison once the first optimization experiments finish
Note: every number on this page is a baseline measurement, not a promise of improvement. We do not publish uplift figures that have not happened yet.
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4 prompts × 2 AI platforms, results in minutes, including raw answers and actions.