Understand Results读懂结果

Set expectations around time windows, metric availability, answer differences across AI apps or models, and how to save visual output.帮你建立对时间窗、指标可用性、不同 AI 应用或模型回答差异，以及如何保存可视化输出的预期。

Why different AI apps or models may differ?为什么不同 AI 应用或模型会给出不同结果？

If a request includes vague words like "best", "recent", or "high performing", different AI apps may choose different ranking metrics or time windows. Use explicit wording to make answers more stable.如果问题里有"最好""最近""表现好"这类模糊词，不同 AI 应用可能各自选不同的排序指标或时间窗。用明确的措辞能让回答更稳定。

What if a metric is not directly available?如果某个指标拿不到怎么办？

Ask the AI not to guess. Instead, ask it to use the closest proxy metric and say which assumption it made.让 AI 不要猜，而是用最接近的替代指标，并说明它做了什么假设。

FastMoss data types you can usually ask about你通常可以查询的 FastMoss 数据类型

Exact field availability can vary by tool and market. This map gives users a practical view of what types of data MCP can work with.具体字段是否可用因工具和市场而异。这张图让你直观了解 MCP 能处理哪些类型的数据。

Product Data商品数据

product title商品标题category品类price价格sales销量GMVgrowth trend增长趋势ranking排名seller count卖家数shop店铺commission佣金listing age上架时长related videos关联视频related creators关联达人

Shop Data店铺数据

shop profile店铺资料total GMV总 GMVsales volume销量product count商品数top products热销商品category mix品类构成channel mix渠道构成creator count达人数growth trend增长趋势paid signals付费信号

Creator Data达人数据

creator profile达人资料followers粉丝数category fit品类匹配度GMVsales销量GPMaverage GMV平均 GMVcommission佣金promoted products带货商品ecommerce rank电商排名verified creators认证达人trending creators上升达人

Video / Content Data视频 / 内容数据

video author视频作者publish time发布时间views播放量engagement互动related product关联商品estimated sales预估销量estimated GMV预估 GMVcontent format内容形式paid or organic signal付费/自然信号

LIVE Data直播数据

live session直播场次host主播duration时长viewer signals观众信号sales销量GMVproducts promoted带货商品shop link店铺链接category performance品类表现

Ads / Paid Signals广告 / 付费信号

estimated spend预估花费ROASCPMcreative type素材类型active days投放天数first seen首次出现last seen最近出现spend trend花费趋势related product关联商品related shop关联店铺paid dependency付费依赖度

Market / Category Trends市场 / 品类趋势

category rank品类排名keyword trend关键词趋势price band价格带competitor density竞争密度top sellers头部卖家growth rate增长率seasonality季节性market saturation市场饱和度

Agency / Partner Data机构 / 合作方数据

agency profile机构资料agency rank机构排名managed creators签约达人category coverage品类覆盖GMV contributionGMV 贡献partner performance合作表现

How to save visual answers如何保存可视化回答

If your AI app generates charts, calculators, or other rich visuals, the copy action may only capture the text portion. Save the visual separately when you need to share it. You can also ask the AI to include a plain table under every visual so the underlying numbers are easy to copy.如果你的 AI 应用生成了图表、计算器或其他富可视化内容，复制操作可能只会抓取文字部分。需要分享时请单独保存可视化内容。你也可以让 AI 在每个可视化下方附一张纯表格，方便复制底层数字。