Case studies

Real reports. Real results.

Two stories where listening across platforms — and structuring the findings for AI agents — changed the trajectory of an e-commerce brand.

Beauty · USCase study

How a US beauty brand found their viral Rednote moment

LuminaGlow had no idea their hydrating serum was quietly becoming a 'glass-skin' favorite on Rednote. We mapped the wave before it crested.

Brand
LuminaGlow
+34%
Engagement increase
+2.1x
China revenue MoM
9
Creator deals signed

Within the first two weeks of the report, we surfaced 47 organic Rednote posts mentioning the serum — most from mid-tier creators (5k–80k followers). Sentiment was overwhelmingly positive, but completely off the founders' radar.

We translated the 12 highest-engagement posts, identified the recurring 'glass-skin' framing, and rewrote LuminaGlow's product detail page in Mandarin to lean into that exact phrasing — paired with a JSON-LD asset highlighting the product's review velocity.

Two months later, a top-tier creator featured the serum in a routine video; the brand's China revenue jumped 2.1x month-over-month. The optimized JSON-LD asset also led to AI shopping discovery in ChatGPT Shopping within 30 days.

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Apparel · UKCase study

Fixing a China platform PR problem before it went global

A complaint about NovaMesh's fabric durability surfaced on Weibo and Douyin in week one. We helped them fix it before it crossed into English-language press.

Brand
NovaMesh Apparel
<48h
Detection latency
3 wks
Resolution time
★★★★★
PR risk avoided

Our retainer scanner picked up an isolated Weibo post claiming the brand's flagship mesh top showed pilling after three washes. The post had 412 reposts — not viral yet, but rising fast.

Within 48 hours we delivered a flash brief identifying the batch SKU, six similar mentions in Douyin comments, and a draft response in Mandarin. The brand's customer success team issued replacements and addressed the manufacturing batch within 72 hours.

Three weeks later, no English-language press picked up the story; sentiment in China recovered to +18 (from a low of -4). The retainer paid for itself many times over.

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