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Case StudyCross-BorderKOL Results

Case Study: How a Cross-Border Sourcing Brand Found 3 P1 KOLs on TikTok and Xiaohongshu

·6 min read

This is a real example of what a KOL Match MY scoring run looks like — from brief submission to ranked shortlist.

The brand: a Malaysian cross-border sourcing platform that helps SME owners find factory-direct products from China. Their target buyer: small business owners and resellers who are cost-conscious, sourcing-savvy, and active on both TikTok and Xiaohongshu.

The Brief

When the brand submitted their brief, here's what they specified:

Platforms: TikTok + Xiaohongshu
Target audience: Malaysian SME owners and resellers, Chinese-speaking, aged 25–45
Product USP: "Find factory-direct products at 1688 prices without the logistics headaches"
Budget per KOL: RM 500–2,000
Campaign language: Chinese (Mandarin)
Key niche signals: sourcing, wholesale, cross-border, 1688, 批发, 代购

The Candidate Pool

We scraped and evaluated 50 KOL candidates across TikTok and Xiaohongshu, pulling profiles that matched the niche signals from the brief.

The pool ranged from nano-KOLs with 800 followers to mid-tier accounts with 85,000 followers. Follower count alone told almost nothing — as the scores confirmed.

The Top 3: P1 Recommendations

KOL #1 — Xiaohongshu Creator A

Score: 9.6 / 10 · Priority: P1
Platform: Xiaohongshu
Followers: 4,810
Engagement rate: 24.3×

Why P1:

D1 — Content Alignment (9/10): Every post in the last 3 months is price-shock sourcing content. The KOL's signature format is: "You saw this at [Malaysian retail price]. I found the factory version for [fraction of the price]." This is precisely the narrative a cross-border sourcing brand needs. Audience is pre-warmed for "follow her to find cheaper sources."

D2 — Business Signals (10/10): Explicit buyer-intent keywords in almost every post — 批发价, 工厂直接, 省钱攻略. Multiple posts with comments asking "where to order?" and "can you help me source?"

D3 — Engagement Quality (9/10): 24.3× engagement rate is exceptional even accounting for the small follower count. Comments are consistently substantive — prices asked, sourcing questions, "can share link?"

D4 — Viral Post History (10/10): One post in the last 6 months hit 340× her average engagement — a "I bought the same sofa from the 1688 factory supplier" post that was saved over 2,400 times.

D5 — Business Identity (9/10): Bio reads "教你省钱,帮你找货" (Teach you to save money, help you find products). Extremely coherent positioning.

Suggested hook:

"你在 IKEA 看到 RM2,000 的沙发,我告诉你工厂出厂价只要 RM580 — 不是淘宝,是 1688。"

Estimated fee: RM 300–500 (nano-tier, but exceptional niche match)


KOL #2 — Xiaohongshu Creator B

Score: 7.8 / 10 · Priority: P1
Platform: Xiaohongshu
Followers: 1,550
Engagement rate: 12.0×

Why P1:

D1 — Content Alignment (8/10): Primarily a lifestyle and tool-review account, but with a proven track record for product introduction posts that drive research behaviour. Not a pure sourcing account, but the audience is receptive to "I found something useful" content.

D2 — Business Signals (7/10): Less explicit buying intent than #1, but the 4,564-like job-app review post demonstrates the audience will engage deeply with practical tool content. The logistics angle ("新发现一个App,帮我管理进口货") fits naturally into her existing format.

D3 — Engagement Quality (8/10): 12× engagement rate with mostly substantive comments. Audience asks follow-up questions and shares posts.

D4 — Viral Post History (9/10): Consistent breakout posts — two in the last year with 10× average engagement. The KOL knows how to write a hook.

D5 — Business Identity (7/10): "生活研究员" (Life researcher) positioning — slightly broader than pure sourcing, but credible enough for a product intro post.

Suggested hook:

"刚发现一个 App,让进口货比 Shopee 便宜一半"

Estimated fee: RM 200–400 (nano-tier)


KOL #3 — TikTok Creator B

Score: 7.4 / 10 · Priority: P1
Platform: TikTok
Followers: 34,200
Engagement rate: 6.8%

Why P1:

D1 — Content Alignment (7/10): About 60% of posts in the "business tips for SME owners" category. Not exclusively sourcing, but the audience is explicitly small business owners who would benefit from a cross-border sourcing tool.

D2 — Business Signals (8/10): Multiple posts explicitly targeting SME owners — 老板必看, 做生意的看过来. High keyword overlap with the brand's target buyer.

D3 — Engagement Quality (7/10): Solid engagement rate for TikTok mid-nano tier. Comments include business owners sharing their own sourcing frustrations — direct evidence of audience fit.

D4 — Viral Post History (7/10): One TikTok hit 220K views (vs. average ~8K) — an "SME owner mistakes" format that resonated broadly. Shows the account can break out.

D5 — Business Identity (8/10): Explicitly positioned as "content for Malaysian SME owners." No drift from this positioning across the last 12 months.

Suggested hook:

"老板,你的进货成本可以砍一半 — 用这个 App 直接找到工厂"

Estimated fee: RM 800–1,500


The Reject: High Followers, Wrong Audience

TikTok Creator C

Score: 3.0 / 10 · Priority: Reject
Platform: TikTok
Followers: 4,157
Engagement rate: 17.6%

Despite an impressive 17.6% engagement rate, this account was rejected outright.

Why:

D1 — Content Alignment (1/10): 100% entertainment content — concert vlogs, lifestyle clips, friend group content. Zero topic overlap with sourcing, business, or product discovery.

D2 — Business Signals (1/10): No buying-intent signals anywhere in the profile.

D5 — Business Identity (2/10): No niche or expertise positioning. The KOL's identity is built around social life, not subject matter.

The lesson: High engagement rate is irrelevant if the audience followed the creator for entertainment, not expertise. A sourcing brand sponsoring this KOL would be a category mismatch that no script can fix.


What the Brand Did With This Report

The brand reached out to all three P1 KOLs within 48 hours of receiving the report. Two agreed to collaborate.

The Xiaohongshu Creator A post — using the suggested hook — was saved 1,800+ times in the first week and generated 43 direct DM inquiries about the platform. The TikTok Creator B post reached 180K views and drove a measurable traffic spike to the brand's app store listing.

Total spend on both KOLs: RM 1,800.


Key Takeaways

  1. Follower count predicted nothing. The best performer had 4,810 followers. The reject had 4,157 followers. Size is not the signal.

  2. Niche depth beats niche breadth. Creator A's entire account was built around one use case. That made her 10× more valuable to this brand than a broader lifestyle account.

  3. Engagement quality flagged the reject. The 17.6% engagement on the rejected account looked great on paper. Reading the comments revealed it was all entertainment reactions — not the buying-intent engagement the brand needed.

  4. The hook matters as much as the KOL. Giving the KOL a specific, sharp hook ("factory price vs. retail price" framing) meant the content performed as intended, not as a vague brand mention.


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