Mention and citation move together (gap of 0 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 Costway and what products are they known for?
Costway is an online home-goods brand/retailer focused on selling a wide range of budget-friendly items for home living—especially furniture and home-related products. In its own “About” messaging, Costway emphasizes making home products “more and beyond,” framing itself around broad “homeware” and home-living inspiration. (costway.com) ### What products are Costway known for? Costway is especially known for categories like: - Outdoor & patio furniture (e.g., patio sets, outdoor seating, benches, conversation sets). ([costway.com](
Prompt: How does Costway compare with its main competitors?
Costway is an online retailer focused on furniture, home, and lifestyle products, often positioning itself as a value-focused alternative. Compared with its main competitors (commonly cited as Wayfair, Amazon, Overstock, and other direct-to-consumer/home-furnishings e-commerce players), the biggest differences tend to show up in brand/scale, catalog strategy (marketplace vs direct), and customer experience factors (returns, service, review depth). ## 1) Wayfair (often the closest “furniture e-commerce” peer) - Scale + brand awareness: Wayfair is widely recognized as an “everything home
Prompt: Which brands do buyers in US usually consider when shopping for home and outdoor?
When US buyers shop for home and outdoor products, the brands they typically consider most often vary by category (major appliances, power tools/lawn equipment, and home security/cameras). Based on published US survey/ranking and consumer-intent sources, the most commonly considered brands include: ## Home appliances (major/home comfort) - Samsung and LG (commonly top “most considered” for appliances) (yougov.com) - *Whirlpool
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.
From baseline to remeasurement
What this measurement produced, and what comes next
Baseline measurement
Done: 8 responses, mention 50% / recommendation 38% / citation 50%.
Real sampled results, each one inspectableActions from the diagnosis
对标采样中出现频次最高的竞品:Furniture、Black、BBB 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.