Visibility45.7Weak
Mention and citation move together (gap of 14 points), suggesting no obvious barrier to being cited.
Raw answers
What the AIs actually said (3 excerpts)
Prompts and answers are unedited results of real calls—verify them yourself.
Prompt: What is Sonoff and what products are they known for?
SONOFF is a smart home automation brand/company based in Shenzhen, China. It focuses on designing, producing, and selling connected home (IoT) devices, with products that integrate both software and hardware. (sonoff.com.cn) ### What SONOFF is known for - DIY-friendly smart home devices that let you automate and control everyday home functions (e.g., turning power/switches on and off remotely). (sonoff.tech) - A broad ecosystem of **smart switches, smart plugs, sensors, and security/monit
Prompt: How does Sonoff compare with its main competitors?
Based on the search results, here is a comparison of Sonoff with its main competitors (Shelly, Tuya, Aqara, and TP-Link Tapo) in the smart home market: ### 1. Sonoff vs. Shelly Price: Sonoff is generally significantly cheaper than Shelly. For example, Sonoff switches can be nearly £15 less expensive than comparable Shelly models [2]. Features & Power Rating: Shelly often offers higher power ratings and more advanced features. For instance, the Shelly 1 handles up to 16A, while the Sonoff Mini typically handles 10A [6]. Shelly Gen 4 devices are noted for having more advanced cap
Prompt: Which brands do buyers in US usually consider when shopping for smart switches?
Based on recent reviews, buying guides, and consumer discussions from 2025–2026, US buyers typically consider the following brands when shopping for smart switches: ### Top-Tier & Most Recommended Brands Lutron (Caséta & Diva lines): Widely considered the premium standard for reliability. It is frequently recommended by tech reviewers (like PCWorld and Wirecutter) for its robust proprietary Clear Connect RF protocol, which doesn't rely on Wi-Fi congestion. The Lutron Caséta Smart Switch Kit is often cited as the best overall choice and the best for Alexa integration. **TP-Link Kasa
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.
Apple4Decora3Control2Kasa2Lutron2
From baseline to remeasurement
What this measurement produced, and what comes next
Baseline measurement
Done: 7 responses, mention 57% / recommendation 29% / citation 43%.
Real sampled results, each one inspectableActions from the diagnosis
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 29%，被提到但未进入推荐位。 (estimated)对标采样中出现频次最高的竞品：Apple、Assistant、Decora 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.
Run the same measurement on your brand
Check free, no signup
4 prompts × 2 AI platforms, results in minutes, including raw answers and actions.