只需填写【中文企业/品牌名】+【微信号 / 手机号 / 工作邮箱】，或直接扫码添加顾问微信「美链数智-Joy」，1–3 个工作日免费获取未删减 AI 推荐截图与同行对标清单。
Results we can show — across consumer beauty brands and manufacturers
We publish two distinct classes of evidence: (1) our non-affiliated Consumer Beauty Brand Benchmark (Beauty AI Shelf Index: 79 skincare, makeup, haircare and K-beauty brands across 120 recommendation slots on ChatGPT and Gemini, CC BY 4.0 open JSON), and (2) our disclosed affiliated supply-chain pilots (Yanse Cosmetics, Vella and BESTCLEAN), including mentions, missed mentions and starting baselines.
Part 1 · Consumer Beauty Brands: 79 Non-Affiliated Brands Across 120 AI Shelf Slots
View the data table
| Consumer Category & Prompt Cohort | ChatGPT #1 Recommended Brand | Google Gemini #1 Recommended Brand | Why the Winner Took Slot #1 (Observed GEO Signal) | Open Data Link |
|---|---|---|---|---|
| Fragrance-free moisturiser for eczema-prone skin | CeraVe Moisturizing Cream | CeraVe Moisturizing Cream | 3 essential ceramides + NEA Seal of Acceptance stated in plain HTML text across brand & Ulta/Target feeds | Shelf Index → |
| Niacinamide serum for oily, acne-prone skin | The Ordinary Niacinamide 10% + Zinc 1% | Paula's Choice 10% Niacinamide Booster | Exact active percentage (10% Niacinamide, 1% PCA Zinc) in product title, URL slug and H1 | Skincare GEO → |
| Hydrocolloid acne patch that stays on overnight | Mighty Patch Original (Hero Cosmetics) | Mighty Patch Original (Hero Cosmetics) | Medical-grade hydrocolloid spec + clear OTC acne vs. blemish claim boundary + massive Reddit/retail parity | Shelf Index → |
| Korean sunscreen for oily skin with no white cast | Beauty of Joseon Relief Sun | SKIN1004 Madagascar Centella Hyalu-Cica | English answer-first pages explaining rice/probiotic or Centella filters + Olive Young / Amazon US consistency | K-Beauty & C-Beauty GEO → |
| Sulfate-free shampoo for colour-treated curly hair | Pureology Hydrate Shampoo | Olaplex No. 4 Bond Maintenance | Explicit 'sulfate-free + colour-safe + curl pattern' fit table in HTML text rather than image banners | Haircare GEO → |
| Long-lasting vanilla perfume under $100 | Kayali Vanilla | 28 (travel/50ml) | Billie Eilish Eilish Eau de Parfum | Top/heart/base notes, concentration (EDP) and exact price tier ($32–$88) aligned across Sephora & Fragrantica | Fragrance GEO → |
See how our Consumer Beauty Brand GEO programmes ($1,500–$6,000/mo) work → · Download raw 79-brand JSON dataset (CC BY 4.0) →
Part 2 · Supply-Chain Pilots: Win, partial, baseline (Affiliated, Disclosed)
Yanse Cosmetics
Oil blotting paper, acne patches, sheet masks. Named in 5 of 7 answers, first in 4.
Vella
Low-MOQ airless and custom packaging for indie brands. Ranked #2 by ChatGPT; not named by Perplexity. Work in progress.
BESTCLEAN
Turnkey GMP cleanrooms and equipment. Not named by either engine in September 2026 — this is the baseline we will report against.
Every recorded result at a glance
| ChatGPT 21 Sep | ChatGPT 26 Sep | Perplexity 26 Sep | |
|---|---|---|---|
| Yanse CosmeticsOil blotting paper (private label) | not run | #1 | #1 |
| Yanse CosmeticsHydrocolloid acne patches (low MOQ) | #1 | no | #1 |
| Yanse CosmeticsSheet masks (China OEM, low MOQ) | not run | #4 | no |
| VellaAirless & custom packaging for indie brands (China) | not run | #2 | no |
| BESTCLEANGMP cleanrooms for cosmetics factories (China) | not run | no | no |
#n = position in the answer · ✕ = not named · ChatGPT via gpt-4o-mini with web search, Perplexity via sonar, official APIs. Source: AI Supplier Index, September 2026 pilot.
Why we publish baselines, not only wins
- 01
Baseline
Fixed prompts, dated result summaries.
- 02
Work
Facts, evidence, pages, third-party trail.
- 03
Re-test
A fixed prompt set for each agreed reporting period; publish only reviewed, permitted results.
A case study page that only shows first places tells you nothing about how the work goes. Vella's split result and BESTCLEAN's absence are dated starting points for future comparable, reviewed editions of the AI Supplier Index.
Frequently asked questions
How does BeautyGEO (BG-STD-001) optimize Results we can show — across consumer beauty brands and manufacturers for global AI answer engines?
How long does it take to see verified AI citation improvements and what is the entry cost?
Which global and regional AI models and search engines are covered by the BeautyGEO architecture?
When people ask AI what to buy, be the beauty name it recommends.
Tell us what you sell, make or supply. We test frontier AI engines with real shopper and buyer prompts and send you the raw, unedited answers within 3 business days.
微信扫一扫 · 领诊断报告
美链数智-Joy
💡 中国源头工厂、生物活性原料商（重组胶原蛋白/多肽）、检测认证实验室与出海品牌，可直接用微信扫左侧二维码或右侧表格直接填【中文公司名 + 微信号/手机号】免费申领诊断报告。
- 4 Frontier AI Platforms Tested3–5 representative buyer prompts tested on ChatGPT, Perplexity, Claude, and Gemini.
- 100% Unedited Raw CitationsReceive actual unedited AI response text and see which competitors are currently recommended.
- Commercial Privacy & Data ProtectionClient confidentiality strictly protected. Mutual NDA available upon enterprise request prior to data exchange.