The Test Battery 62 prompts · 5 engines · 310 modeled responses
- Best skincare routine for beginners
- Best moisturizer for dry skin
- Best moisturizer for oily skin
- Best retinol for beginners
- Best vitamin C serum
- Best niacinamide serum
- Best dupes for La Mer
- The Ordinary routine for beginners
- Best skincare for acne-prone skin
- Best skincare for hyperpigmentation
- Drunk Elephant vs Glow Recipe
- Best Korean skincare brands
- Is CeraVe really that good
- Best skincare brand for sensitive skin
- Best foundation for oily skin
- Best foundation for dry skin
- Best mascara [year]
- Best lip products for dry lips
- Rare Beauty vs Fenty Beauty
- Best concealer for under eyes
- Best clean makeup brands
- Best drugstore foundation
- Best luxury makeup brand
- Best makeup brands for mature skin
- Best blush for natural look
- Best shampoo for thinning hair
- Best shampoo for color-treated hair
- Olaplex vs K18
- Best hair mask for damaged hair
- Best heat protectant
- Best shampoo for curly hair
- Best haircare brand [year]
- Best leave-in conditioner
- Best clarifying shampoo
- Best scalp treatment
- Best sunscreen for face
- Best mineral sunscreen
- Best Korean sunscreen
- Best sunscreen for sensitive skin
- Best sunscreen that doesn't break out
- Best sunscreen for darker skin tones
- Best body sunscreen
- Is Beauty of Joseon sunscreen good
- Highest-rated sunscreen on Reddit
- Best clean beauty brands
- Fragrance-free skincare brands
- Best dermatologist-recommended brands
- Best non-toxic makeup brands
- EWG-verified skincare
- Best skincare for pregnancy
- Best skincare for rosacea
- Best skincare for eczema
- Best brands for sensitive scalp
- Best anti-aging skincare in your 30s
- Best anti-aging skincare in your 40s
- Best anti-aging skincare in your 50s
- Best peptide serum
- Best retinol for mature skin
- Best dupes for SkinCeuticals C E Ferulic
- Best eye cream for wrinkles
- Tretinoin vs retinol
- Best Botox alternative skincare
Where the AI answer comes from.
| Source | Weight | Why |
|---|---|---|
| r/SkincareAddiction · r/30PlusSkinCare · r/AsianBeauty | Very High | The most heavily-cited beauty consensus sources in LLM training corpora. |
| r/MakeupAddiction | Very High | Makeup product retrieval anchor. |
| YouTube · Hyram, Dr. Dray, James Welsh | High | Long-form credentialed citation for skincare queries. |
| Allure · Byrdie · Harper's Bazaar | High | "Best of" listicles indexed across all engines. |
| Wirecutter | High | Editorial authority transfers to AI recommendations. |
| Wikipedia | High | Entity anchoring; ingredient pages especially. |
| Sephora Reviews | Medium-High | Aggregated consumer sentiment at scale. |
| The Strategist (NYMag) | Medium-High | Editorial weight on niche/cult picks. |
| TikTok · #SkinTok, #BeautyTok | Medium | High velocity, lower direct LLM citation weight than Reddit. |
| Beautypedia (Paula's Choice) | Medium | Ingredient-led queries. |
| INCIDecoder | Medium | Ingredient analysis retrieval anchor. |
of the Quarter
Heritage equity, Sephora and counter dominance, billions in revenue. Vanishingly small AI Recommendation Share in the queries that drive purchase — best moisturizer, best vitamin C, best anti-aging. Estée Lauder's marketing speaks to the magazine reader. AI speaks to the Reddit reader. The Reddit reader buys The Ordinary.
Runners-up: Clinique (lost the Gen Z and millennial AI vote entirely), Lancôme (similar pattern), Revlon (chronic underperformer), L'Oréal Paris masthead (loses share to its own owned brand CeraVe).AI-Native Challengerof the Quarter
Owned by Estée Lauder via Deciem. Out-recommends its parent company by a multiple across every skincare query. Transparent ingredient naming maps perfectly to AI retrieval. Reddit consensus locked in over a decade. The clearest case study in AI-era brand-building from inside a legacy portfolio.
Runners-up: CeraVe (owns "dermatologist-recommended" retrieval), Beauty of Joseon (owns Korean sunscreen), Paula's Choice (anti-aging), Rare Beauty (color cosmetics), Olaplex (haircare default), Glow Recipe (Korean-inspired US discovery).CitationVacuum
"Best AI-driven personalized skincare" — wide open; Proven, Curology fragmented. "Best beauty brand for darker skin tones" — Fenty Beauty dominates makeup but skincare answers fracture. "Best fragrance for [use case]" — entire fragrance category is dramatically under-anchored in LLMs versus its commercial size.
03.6The SEO–AI Gap · SidebarEstée Lauder owns Google's brand SERP and paid search for category queries. It barely surfaces in AI answers to "best moisturizer for combination skin." Sephora ranks for every product page. AI answers route the consumer past Sephora to a Reddit thread, then to The Ordinary's product page. The retailer won SEO. The ingredient brand wins AI.
"You don't beat The Ordinary by spending more at the counter. You beat it by being on Reddit for ten years. Estée Lauder wasn't. The Ordinary was. The AI just read what was there."
Ronn TorossianFounder & Chairman · 5W AI Communications03.7GEO Recommendations by ArchetypeFor Invisible Giants · Estée Lauder, Clinique, Lancôme
The Sephora-counter playbook does not transfer to AI. Build comparison content on owned brand sites. Republish dermatologist credentials and ingredient transparency at scale. Reclaim Reddit through long-tenured, named brand educators — not influencer paid posts. Pursue Allure/Byrdie editorial coverage on individual hero products, not masthead stories.
For AI-Native Challengers · The Ordinary, CeraVe, Beauty of Joseon
Wikipedia article maintenance is the single highest-ROI activity. Earn dermatologist citations in clinical-adjacent press. Defend Reddit consensus — community managers, not marketers. Build out comparison pages legacy brands will not write. Customer-named "what I use" content drives the retrieval pattern.
03.8Twelve-Month Forecast- ↑Beauty of Joseon overtakes legacy brands across all sunscreen queries and expands into broader skincare retrieval.
- ↓Clinique loses additional AI share to CeraVe and La Roche-Posay in dermatologist-adjacent queries.
- ↑Rare Beauty consolidates color cosmetics AI dominance via Selena Gomez retrieval anchor + product-line consistency.
- →Drunk Elephant plateaus — Shiseido ownership creates a retrieval contradiction (clean-beauty positioning vs corporate parent).
- ↑K18 emerges as the first AI-native challenger to Olaplex in haircare; bond-repair retrieval splits.
- AEstée Lauder Owns the Counter. The Ordinary Owns the Chatbox.
- BThe Beauty Brand AI Recommends Most Is Owned by Estée Lauder. Estée Lauder Itself Doesn't Rank.
- CThe First AI Visibility Index of Beauty: Reddit Won. The Counter Lost.
- DSephora Sells the Product. AI Recommends the Ingredient.
