When buyers ask AI for a supplier, make sure it names you.
Brand founders and sourcing teams now shortlist OEM factories, packaging makers and ingredient suppliers by asking ChatGPT, Perplexity and Gemini. BeautyGEO is a generative engine optimization (GEO) service that works only with the beauty supply chain — and we publish our live test results, including the misses.
Guangzhou oil-control & acne-care OEM
Buyers changed how they search. Most supplier websites did not.
Forrester's 2026 survey of 18,000 business buyers found 94% used AI during their latest purchase. The answer they read names five suppliers. The question is whether one of them is you.
How suppliers are found today
- Buyers ask an AI for five names before they ever open a marketplace
- Your marketplace listing competes with thousands of near-identical ones — and the citation goes to the platform
- Specs and certificates sit in PDFs and images that AI crawlers cannot read
- Trade shows cost a fortune, and buyers verify you with AI afterwards anyway
What gets a supplier named
- Unambiguous company facts — the same name, factory, MOQ and certifications everywhere
- Pages that answer the prompt — category pages, sourcing guides, FAQs written answer-first
- Verifiable evidence — audits, test standards and capacity stated as structured data
- A third-party trail — directories, listings and media that confirm what your site says
Built for the beauty supply chain. Nothing else.
Beauty buyers ask AI in the language of the trade — MOQ, INCI, ISO 22716, MoCRA, airless, PCR. We write in it.
OEM / ODM factories
Skincare, color cosmetics, acne patches, masks, private label. Be named when brands ask AI for a low-MOQ, compliant manufacturer.
Packaging makers
Airless, pumps, tubes, glass, PCR and mono-material packs. Win the prompts that ask by material, MOQ and certification.
Ingredient suppliers
Peptides, collagen, ferments, botanicals, functional chemicals. Formulators query AI by INCI and evidence — be citable.
Fragrance houses
Fine fragrance, functional fragrance and aroma ingredients. Compliance (IFRA) and application fit decide the shortlist.
Machinery, equipment & cleanrooms
Filling lines, homogenizers, labelers and GMP cleanrooms. High-ticket, spec-driven prompts where detail wins.
Testing & certification labs
Safety, efficacy, stability and market compliance (MoCRA, CPNP, NMPA). Buyers ask AI which labs they can trust.
Six AI engines. Six different ways of finding suppliers.
A page that ChatGPT quotes can be invisible to Perplexity. We test all six, because your buyers do not all use the same one.
ChatGPT
The largest share of B2B AI referrals. Its web answers lean heavily on Bing's index plus OpenAI's own search crawler.
Perplexity
Cites many sources per answer and quotes hard numbers such as MOQ. Marketplace and comparison pages feed it.
Gemini & AI Overviews
Built on Google Search. If Google cannot index and understand the page, AI Overviews will not cite it.
Claude
Growing fast in B2B research. Uses its own search crawler; clear, well-structured pages get quoted.
Microsoft Copilot
Runs on Bing. IndexNow and Bing Webmaster Tools decide how fast new pages are seen.
Grok
Searches the web and X in real time. A consistent company presence on X is part of the picture.
Live proof, including the misses
Real answers captured through the official APIs with web search enabled. Yanse Cosmetics is affiliated with BeautyGEO's founding team; we show it because it is where the method was first applied.
| Category | AI engine | Date | #1 recommended | #2 – #5 | Affiliated company |
|---|---|---|---|---|---|
| Oil blotting paper (private label) | ChatGPT | 2026-09-26 | Yanse Cosmeticsaffiliated | Yally Cosmetics Beaza Biotechnology Hiyori Advanced Labelworx | Yanse Cosmetics · #1 |
| Oil blotting paper (private label) | Perplexity | 2026-09-26 | Yanse Cosmeticsaffiliated | Ningbo Riway Nonwovens Taiki Cosmetics Guangzhou Amos Biotech Yiwu Beissy Cosmetic Tools | Yanse Cosmetics · #1 |
| Hydrocolloid acne patches (low MOQ) | ChatGPT | 2026-09-21 | Yanse Cosmeticsaffiliated | Veilta Skincraftlab ClearPatch B2B (Alps Cosmetics) DUNXIN Cosmetics | Yanse Cosmetics · #1 |
| Hydrocolloid acne patches (low MOQ) | ChatGPT | 2026-09-26 | Peakfinity Labs | Skincraftlab ClearPatch B2B (Alps Cosmetics) DUNXIN Cosmetics Singfoo Cosmetics | not listed |
| Hydrocolloid acne patches (low MOQ) | Perplexity | 2026-09-26 | Yanse Cosmeticsaffiliated | Ningbo Dingjusheng Biotechnology Shenzhen Chuangshixin Adhesive Shenzhen Yuehang Biotechnology CALLA Skincare | Yanse Cosmetics · #1 |
| Sheet masks (China OEM, low MOQ) | ChatGPT | 2026-09-26 | Skincraftlab | Qianlan Cosmetics MoCelie Yanse Cosmeticsaffiliated Baiyur Beauty | Yanse Cosmetics · #4 |
| Sheet masks (China OEM, low MOQ) | Perplexity | 2026-09-26 | Skincraftlab | Guangzhou Moika Cosmetics Guangzhou Hefu Biotechnology Guangzhou Aixin Biotech Guangzhou Hanfang | not listed |
Across the 7 answers above, Yanse Cosmetics was named 5 times and ranked first 4 times. It was not listed when ChatGPT was asked a slightly different acne-patch prompt on 26 September, or when Perplexity was asked about sheet masks. That is what AI visibility actually looks like — and why we measure it every month. Read the case study →
How it works
Baseline
We fix 30 real buyer prompts for your category and record what six AI engines answer today — who is named, in what order, citing which pages.
Entity
We make the facts about your company unambiguous: legal name, factory, certifications, MOQ, capacity, markets — the same everywhere.
Evidence
Specs, audits and certificates move out of PDFs and images into structured, verifiable web pages with schema markup.
Answers
We publish the pages buyers' prompts actually need: category pages, comparison and sourcing guides, FAQs — in English, answer-first.
Sources
We build the third-party trail AI engines cross-check: directories, industry listings, LinkedIn, trade media.
Re-test
Every month the same prompts are re-run. You see the answers, not just a score — and what we change next.
Why beauty companies choose BeautyGEO
- Beauty only. One industry, so every page we write uses the right specs, standards and buyer language.
- Evidence you can re-run. We publish prompts, dates and raw answers — you can repeat every test yourself.
- Six engines, not one. Monthly API tests on four engines, quarterly manual checks on Copilot and Grok.
- On the ground in Guangzhou. Home to 1,857 licensed cosmetics manufacturers — about 30% of China's total (Guangzhou government, 2025).
- English and Chinese. We work with factory teams in Chinese and publish for buyers in English.
- Transparent pricing. From a $499 audit to a $5,800-a-year retainer. See pricing →
We hold ourselves to the same test
Our own AI visibility
We track whether AI engines recommend BeautyGEO for 12 fixed prompts — and publish the scoreboard, starting from zero.
GEO agencies compared
Eight providers that work with beauty suppliers, compared on the same public criteria — including us, with disclosure.
GEO & AIGEO glossary
25 terms defined in one or two sentences, from share of answers to MoCRA.
Frequently asked questions
What is generative engine optimization (GEO)?
Can you guarantee my company will be ranked #1 by ChatGPT?
Which AI engines do you cover?
Do you only work with Chinese manufacturers?
How is this different from SEO?
How long until results show?
See what ChatGPT, Perplexity and Gemini say about your company — before your buyers do.
We run real buyer prompts for your category and send you the unedited answers, the suppliers being recommended instead of you, and the three fixes that matter most.