AI Visibility Ranking
Top 8 Most AI-Visible Beauty Suppliers
How ChatGPT, Claude, Perplexity, Gemini and DeepSeek rate Beauty suppliers. Updated June 4, 2026.
This ranking covers the 8 most AI-visible Beauty suppliers we have audited, drawn from a pool of 8 companies in the category with a complete audit on file. Each supplier was put in front of five AI engines, ChatGPT, Claude, Perplexity, Gemini and DeepSeek, and asked the kind of questions a real buyer asks: who is this company, what do they make, can they be trusted, and would you recommend them. The Signal Score on this page is the smoothed average of those answers, from 0 to 100. Across this top 8, the average score is 37 out of 100, and the spread is telling: 3 sit at Moderate Signal and 5 are still Dark Signal.
What makes Beauty interesting is not whether these are good suppliers, but how differently the AI models see them. Claude recognized the most companies in this set, while Perplexity recognized the fewest. . Notably, no supplier in this set was recognized by all five engines, which is the clearest measure of true cross-AI visibility: a supplier that only one or two models know is invisible to buyers using the others.
Use this list as a starting filter at the top of your sourcing funnel for Beauty, not as a verdict on quality or commercial fit. A supplier high on this list is easy for an AI procurement assistant to find and describe accurately, which shortens your research and lowers the chance an agent quietly skips them. A supplier low on the list, or absent from it, may still be an excellent partner that simply has not made itself legible to AI yet. The per-supplier notes below explain what each engine did and did not know, so you can judge the gap yourself.
The ranking at a glance
Overall Signal Score plus each engine's overall verdict rating (1 to 10). Where an engine recognized the supplier but did not return a rating, the cell shows "knows"; where it did not recognize them at all, it shows "not found".
| # | Supplier | Signal Score | ChatGPT | Claude | Perplexity | Gemini | DeepSeek |
|---|---|---|---|---|---|---|---|
| 1 | Harry'sus | 76 / 100Moderate | knows | knows | not found | not found | not found |
| 2 | Coterieus | 74 / 100Moderate | knows | knows | not found | not found | not found |
| 3 | Scentbirdus | 70 / 100Moderate | knows | knows | not found | not found | not found |
| 4 | Starface World Incus | 38 / 100Dark | not found | knows | not found | not found | not found |
| 5 | OTTO TANGhk | 21 / 100Dark | not found | knows | not found | knows | not found |
| 6 | Cosmetologyza | 11 / 100Dark | not found | not found | not found | not found | not found |
| 7 | Primeraus | 5 / 100Dark | not found | not found | not found | not found | not found |
| 8 | Moska Cosmeticsus | 0 / 100Dark | not found | not found | not found | not found | not found |
Supplier by supplier: what each AI model knows
1. Harry's 76 / 100 · Moderate Signal
Harry's scores 76 out of 100, a Moderate Signal, and ranks #1 in US. ChatGPT and Claude recognized the company; Perplexity, Gemini and DeepSeek did not surface it, which is exactly the gap that costs visibility with buyers who default to those tools.
AI engines recognize Harry's, a Beauty supplier in us. Across recent queries the company scored 76 out of 100 (Moderate Signal), with the strongest dimension being AI Recommendation Rate at 100 and the weakest Product Clarity at 40. 2 AI engines returned substantive information about the company. Products surfaced by AI include razors, shaving creams, shaving cream. Recommendations below outline how to close the remaining gaps and reach Strong Signal across all dimensions.
2. Coterie 74 / 100 · Moderate Signal
Coterie scores 74 out of 100, a Moderate Signal, and ranks #2 in US. ChatGPT and Claude recognized the company; Perplexity, Gemini and DeepSeek did not surface it, which is exactly the gap that costs visibility with buyers who default to those tools.
AI engines recognize Coterie, a Beauty supplier in us. Across recent queries the company scored 74 out of 100 (Moderate Signal), with the strongest dimension being AI Recommendation Rate at 100 and the weakest Buyer Trust at 35. 2 AI engines returned substantive information about the company. Products surfaced by AI include premium diapers, wipes, training pants. Certifications and trust indicators referenced: dermatologist-tested. Recommendations below outline how to close the remaining gaps and reach Strong Signal across all dimensions.
3. Scentbird 70 / 100 · Moderate Signal
Scentbird scores 70 out of 100, a Moderate Signal, and ranks #3 in US. ChatGPT and Claude recognized the company; Perplexity, Gemini and DeepSeek did not surface it, which is exactly the gap that costs visibility with buyers who default to those tools.
AI engines recognize Scentbird, a Beauty supplier in us. Across recent queries the company scored 70 out of 100 (Moderate Signal), with the strongest dimension being AI Recommendation Rate at 100 and the weakest Digital Footprint at 30. 2 AI engines returned substantive information about the company. Products surfaced by AI include perfumes, fragrances, fragrance subscription service. Recommendations below outline how to close the remaining gaps and reach Strong Signal across all dimensions.
4. Starface World Inc 38 / 100 · Dark Signal
Starface World Inc scores 38 out of 100, a Dark Signal, and ranks #4 in US. Claude recognized the company; ChatGPT, Perplexity, Gemini and DeepSeek did not surface it, which is exactly the gap that costs visibility with buyers who default to those tools.
AI engines have very limited information about Starface World Inc, a Beauty supplier in us. Across recent queries the company scored 38 out of 100 (Dark Signal), with the strongest dimension being Digital Footprint at 70 and the weakest Buyer Trust at 0. One AI engine returned substantive information about the company. Products surfaced by AI include star-shaped hydrocolloid acne patches, cleansers, moisturizers. The biggest opportunity for improvement is in Buyer Trust; concrete actions are listed in the recommendations section.
5. OTTO TANG 21 / 100 · Dark Signal
OTTO TANG scores 21 out of 100, a Dark Signal, and ranks #5 in HK. Claude and Gemini recognized the company; ChatGPT, Perplexity and DeepSeek did not surface it, which is exactly the gap that costs visibility with buyers who default to those tools.
AI engines have very limited information about OTTO TANG, a Beauty supplier in hk. Across recent queries the company scored 35 out of 100 (Dark Signal), with the strongest dimension being Identity and Presence at 80 out of 100 and the weakest Product Clarity at 10 out of 100. 2 AI engines (out of 4 tested: GPT-4o mini, Claude Haiku, gemini-2.5-flash, deepseek-chat) returned substantive information about the company across identity, sourcing, and trust prompts. No specific products were surfaced by AI engines for this supplier, which contributes directly to the Product Clarity dimension at 10 out of 100. No certifications or third-party validations surfaced in AI responses, which limits the Buyer Trust dimension at 20 out of 100 and the AI Recommendation Rate at 20 out of 100. The biggest opportunity for improvement is the Product Clarity dimension; the Improvement Roadmap below lists concrete supplier-executable actions ranked by expected score uplift.
6. Cosmetology 11 / 100 · Dark Signal
Cosmetology scores 11 out of 100, a Dark Signal, and ranks #6 in ZA. None of the five engines reliably recognized the company, so its score reflects mostly indirect signals.
AI engines have very limited information about Cosmetology, a Beauty supplier in za. Across recent queries the company scored 11 out of 100 (Dark Signal), with the strongest dimension being Digital Footprint at 70 and the weakest AI Recommendation Rate at 0. None of the tested AI engines returned substantive information. The biggest opportunity for improvement is in AI Recommendation Rate; concrete actions are listed in the recommendations section.
7. Primera 5 / 100 · Dark Signal
Primera scores 5 out of 100, a Dark Signal, and ranks #7 in US. None of the five engines reliably recognized the company, so its score reflects mostly indirect signals.
AI engines have very limited information about Primera, a Beauty supplier in us. Across recent queries the company scored 5 out of 100 (Dark Signal), with the strongest dimension being Digital Footprint at 30 out of 100 and the weakest AI Recommendation Rate at 0 out of 100. None of the 3 tested AI engines (GPT-4o mini, Claude Haiku, gemini-2.5-flash) returned substantive information about the company, even when queried by name, category, or domain. No specific products were surfaced by AI engines for this supplier, which contributes directly to the Product Clarity dimension at 0 out of 100. No certifications or third-party validations surfaced in AI responses, which limits the Buyer Trust dimension at 0 out of 100 and the AI Recommendation Rate at 0 out of 100. The biggest opportunity for improvement is the AI Recommendation Rate dimension; the Improvement Roadmap below lists concrete supplier-executable actions ranked by expected score uplift.
8. Moska Cosmetics 0 / 100 · Dark Signal
Moska Cosmetics scores 0 out of 100, a Dark Signal, and ranks #8 in US. None of the five engines reliably recognized the company, so its score reflects mostly indirect signals.
AI engines have very limited information about Moska Cosmetics, a Beauty supplier in us. Across recent queries the company scored 8 out of 100 (Dark Signal), with the strongest dimension being Digital Footprint at 50 out of 100 and the weakest AI Recommendation Rate at 0 out of 100. None of the 4 tested AI engines (GPT-4o mini, Claude Haiku, gemini-2.5-flash, deepseek-chat) returned substantive information about the company, even when queried by name, category, or domain. No specific products were surfaced by AI engines for this supplier, which contributes directly to the Product Clarity dimension at 0 out of 100. No certifications or third-party validations surfaced in AI responses, which limits the Buyer Trust dimension at 0 out of 100 and the AI Recommendation Rate at 0 out of 100. The biggest opportunity for improvement is the AI Recommendation Rate dimension; the Improvement Roadmap below lists concrete supplier-executable actions ranked by expected score uplift.
How we built this ranking
Every supplier on this page was scored with the same locked Signal method. We send a fixed set of buyer-style prompts to ChatGPT, Claude, Perplexity, Gemini and DeepSeek, in more than one buyer language, and parse each answer for whether the model recognized the company, what products and certifications it named, its sentiment, and an overall verdict from 1 to 10. Those signals roll up into five weighted dimensions and a single 0 to 100 Signal Score, smoothed over the three most recent audit runs to dampen model jitter. We do not adjust weights per supplier and we do not accept payment for placement. The Beauty ranking is rebuilt automatically as audits refresh, so a supplier that improves its AI footprint can climb, and one that lets its data go stale can fall. Full detail on prompts, weights and refresh cadence is on the methodology page.
Read the full Signal methodology
Caveats
A few honest caveats. This is a measure of AI visibility, not product quality, price or delivery reliability, so always run your own due diligence before you commit to any Beauty supplier. AI models change their answers over time and occasionally refuse to rate a company at all, which is why some cells in the table read as not found rather than a number. Coverage is also a function of which suppliers we have audited so far; a strong supplier we have not yet reached will not appear here yet. Treat the ranking as a live snapshot, dated below, rather than a final word.
Our recommendation
If you are sourcing Beauty and want to move fast, start with Harry's, Coterie and Scentbird. They are the easiest for an AI procurement assistant to find and describe correctly, which means less manual research and fewer surprises when you brief an agent to shortlist for you. Shortlist two or three, then verify each directly on price, capacity, certifications and references before you commit. If you are a supplier reading your own category, the gap between your score and the leaders is the gap an AI buyer sees first, and it is closeable: each supplier page on Reevol Signal shows exactly which engines miss you and what to fix.
Ranking as of June 4, 2026. Browse the full Beauty leaderboard for every audited supplier in the category.