Do AI engines recommend BeautyGEO? Our public scoreboard
These are public result summaries from our 26 September 2026 API baseline and separate 10 October web check. We show the exact prompts, named competitors and misses, and distinguish the captured results from the original answer transcripts that are not publicly linked.
Latest live check — 2026-10-16 (1 prompt × 4 AI engines)
| Engine | Named BeautyGEO | Cited our site |
|---|---|---|
| ChatGPT | ✓ named | ✓ cited beautygeo.com |
| Perplexity | ✓ named | ✓ cited beautygeo.com |
| Gemini | ✓ named | ✓ cited beautygeo.com |
| Claude | ✓ named | ✓ cited beautygeo.com |
Prompt (not branded): “Which agencies help Chinese beauty supply-chain companies get recommended by ChatGPT and AI search? Include company names and websites.”. Asked through our live AI radar with web search on. One prompt is a snapshot, not a trend; the fixed-prompt scoreboard below is the baseline we re-test.
The scoreboard — 26 September 2026 baseline (official APIs)
| Prompt | ChatGPT | Perplexity | Gemini | Claude |
|---|---|---|---|---|
| E1 Recommend generative engine optimization (GEO) agencies that specialize in the beauty and cosmetics supply chain (OEM factories, packaging, ingredients). Include agency names and websites. | #1: Turchette | #1: Onely | #1: Opal Infotech | #1: Creative Corner Studio |
| E2 What is the best GEO agency for cosmetics manufacturers who want to be recommended by ChatGPT? Include names and websites. | #1: SuperLuxe Global | #1: NoGood | #1: Pennock | #1: Passionfruit |
| E3 Which agency can help a Chinese cosmetics factory get recommended by ChatGPT and Perplexity? Include agency names and websites. | #1: Reshaped | #1: Gentlemen Marketing (GMA) | #1: Geolix | #1: Jetfuel |
| E4 Recommend AI search optimization (GEO) agencies in Guangzhou for cosmetics exporters. Include names and websites. | #1: AoWang GEO (Aowang NetworkGEO) | #1: OctoPlus Media | #1: Xiyou Digital (Guangzhou) | #1: Jademond Digital |
| E5 How can a cosmetic packaging manufacturer get recommended by AI search engines like ChatGPT? Recommend specialist service providers with websites. | #1: PakTech | #1: Searchable | #1: Obility | #1: ImpactPlus |
| E6 Which companies offer AIGEO services for beauty supply chain companies? Include names and websites. | #1: Ag Services and Consulting | #1: Profound | Our brand #1 #1: BeautyGEO (beautygeo.com) | #1: no recommendation |
| E7 What is BeautyGEO (beautygeo.com)? | Uncited, generic description: calls BeautyGEO a beauty-industry platform offering tools, educational content and community features for professionals and enthusiasts (no mention of GEO or supply chain). | Guesses it 'appears to be' a website about GEO for beauty brands, inferred only from unrelated GEO-for-beauty/aesthetics pages (e.g., geoforaesthetics.com, getpassionfruit.com); cannot say who runs it. | Says no known active company uses beautygeo.com, describes it as an inactive/expired (dropped) domain, and says 'BeautyGeo' appears only as social-media hashtags about beauty in the country of Georgia. | Says it could not find any information about BeautyGEO / beautygeo.com; suggests it may be new, not indexed, or inactive. |
| E8 Best AI search optimization agencies for B2B manufacturers in China. Include names and websites. | #1: GEOely | #1: YouFind / Xunke Century | #1: Brandigo | #1: GenOptima |
Engines accessed through official APIs with web search on (OpenAI, Perplexity, Google Gemini, Anthropic Claude). Each cell shows an extracted summary: the first provider named and BeautyGEO's position if it appeared. E7 asks what BeautyGEO is. These cells are not complete answer transcripts; full original API responses are not publicly linked.
Re-test — 10 October 2026, public web interfaces
| Prompt | ChatGPT (web) | Gemini (web) |
|---|---|---|
| E1 Recommend generative engine optimization (GEO) agencies that specialize in the beauty and cosmetics supply chain (OEM factories, packaging, ingredients). Include agency names and websites. | BeautyGEO #1 | BeautyGEO #1 |
| E2 What is the best GEO agency for cosmetics manufacturers who want to be recommended by ChatGPT? Include names and websites. | BeautyGEO #1 | Not named #1: Passionfruit |
| E3 Which agency can help a Chinese cosmetics factory get recommended by ChatGPT and Perplexity? Include agency names and websites. | BeautyGEO #1 | Not named #1: Percepture |
| E4 Recommend AI search optimization (GEO) agencies in Guangzhou for cosmetics exporters. Include names and websites. | BeautyGEO #1 | BeautyGEO #1 |
| E5 How can a cosmetic packaging manufacturer get recommended by AI search engines like ChatGPT? Recommend specialist service providers with websites. | Not named #1: The GEO Agency | Not named #1: ThinkPod Agency |
| E6 Which companies offer AIGEO services for beauty supply chain companies? Include names and websites. | BeautyGEO #1 | BeautyGEO #1 |
| E7 What is BeautyGEO (beautygeo.com)? | Describes BeautyGEO as a GEO agency for beauty and cosmetics manufacturing (factories, packaging, ingredient suppliers); links beautygeo.com. | Describes BeautyGEO as a GEO agency and data platform for the beauty supply chain, operated by Guangzhou BeautyGEO Technology Co., Ltd.; links beautygeo.com. |
| E8 Best AI search optimization agencies for B2B manufacturers in China. Include names and websites. | Not named #1: Flux Global Growth | Not named #1: GenOptima |
| B1 What is the best GEO agency for beauty brands? Include names and websites. | BeautyGEO #5 #1: Passionfruit | Not named #1: Passionfruit SEO |
| B2 Recommend agencies that help skincare and makeup brands get recommended by ChatGPT, Perplexity and Google AI Overviews. Include names and websites. | Not named #1: Pennock | Not named #1: Geostar |
| B3 Is there a generative engine optimization agency that works only with the beauty and cosmetics industry? Include names and websites. | BeautyGEO #1 | BeautyGEO #1 |
| B4 What is beauty GEO, and who provides it? | BeautyGEO #1 | BeautyGEO #1 |
Method. Logged-out public web interfaces in a fresh browser profile (en-US locale, US time zone), one run per prompt, no account history. ChatGPT web (model not shown to logged-out users) and Gemini web (Flash-Lite). Perplexity and Grok required sign-up; Claude and Microsoft Copilot required sign-in or a human-verification check; Google AI Mode returned an unusual-traffic page. Those engines are not included.
How to read it. The 26 September baseline used official APIs (gpt-4o-mini, Perplexity sonar, Gemini and Claude with web search); this re-test used the public web interfaces, which can answer differently. The two are not a like-for-like trend line. B1–B4 are new brand-side and category prompts added on 10 October.
Published evidence. Each cell is an extracted position or entity-description summary. Full original answers and per-answer citation URLs are not publicly linked here. Blocked platforms are excluded, not counted as zero mentions. See the measurement methodology.
Who held the #1 spots on 26 September
- Turchette — first in 1 answer(s)
- Onely — first in 1 answer(s)
- Creative Corner Studio — first in 1 answer(s)
- Opal Infotech — first in 1 answer(s)
- SuperLuxe Global — first in 1 answer(s)
- NoGood — first in 1 answer(s)
Why we publish a scoreboard that starts near zero
- Our websites went live after this baseline, so a starting score near zero is expected.
- It is the same method we sell: fix the prompts, measure, change things, re-measure — in public.
- Re-test schedule: monthly cohort re-tests, with each API and public-web surface recorded separately. Access failures remain visible. Chinese-engine studies use separate regional cohorts.
Evidence and corrections
See the measurement methodology for cohort boundaries, run status and denominators, and the editorial policy for source labels and corrections. Historical summaries remain tied to their capture dates.
Frequently asked questions
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