Where AI already picks you
This sample does not show a strong attribute lead yet.
AI Visibility Intelligence
Where Rare Beauty Is Winning and Losing AI Buyer Visibility
Category: Ecommerce Brand · Last analyzed: 2026-03-12
Live AI Knowledge Base
We've already fixed where Rare Beauty is losing visibility.
Based on this analysis, we created pages that help Rare Beauty show up when buyers search for these questions. These pages are already live at rarebeauty-com.aikb.tryreadable.ai.
These pages directly address missing visibility
Rare Beauty AI Influence Score
36
out of 100
Losing ~74% of buyers using AI search
Companies with higher scores are more likely to appear in AI-driven purchases.
Where AI already picks Rare Beauty and where competitors win
Losing ~74% of buyers using AI search
Rare Beauty is missing in 63% of tracked prompts, while Cosmetics leads by 33 visibility points.
Where competitors beat you
- Competitors beat Rare Beauty on Clean Beauty Standards. Milk Makeup is rated moderate while Rare Beauty is limited.
- Competitors beat Rare Beauty on Ingredient Transparency. Milk Makeup is rated strong while Rare Beauty is moderate.
What to fix first
Close the Clean Beauty Standards gap before competitors keep owning the recommendation.
Buyers are asking about Clean Beauty Standards, but your homepage barely explains it. Milk Makeup currently has the stronger AI association.
Milk Makeup is moderate here while Rare Beauty is limited. No homepage metadata was available for this report.
How AI compares Rare Beauty across buyer and comparison queries
Rare Beauty appears in 43% of sampled queries. Cosmetics appears in 76%.
Confidence: MediumSignal confidence is medium. Trends are useful but should be validated with deeper sampling.
| Brand | Buyer Mentions | Comparison Mentions | Total Mentions |
|---|---|---|---|
| Rare Beauty Your brand | 0% | 100% | 43% |
| Cosmetics | 75% | 78% | 76% |
| e.l.f. Cosmetics | 67% | 56% | 62% |
| Milk Makeup | 25% | 33% | 29% |
Where competitors still intercept demand
Same underlying gaps, reframed around where competitors still capture buyer demand before Rare Beauty gets recommended.
Buyer
buy vegan lipstick cruelty free online
Competitor leading: Cosmetics
Create a buyer-intent page aligned to this query so Rare Beauty appears in discovery results.
Buyer
best cruelty free foundation for sensitive skin
Competitor leading: Cosmetics
Create a buyer-intent page aligned to this query so Rare Beauty appears in discovery results.
Buyer
affordable cruelty free makeup brand app
Competitor leading: Cosmetics
Create a buyer-intent page aligned to this query so Rare Beauty appears in discovery results.
Where AI thinks you win vs lose
Directional view based on current AI response patterns, not a full product benchmark.
| Attribute | Rare Beauty | Milk Makeup | e.l.f. Cosmetics |
|---|---|---|---|
| Cruelty-free Certification | |||
| Vegan Product Range | |||
| Price Point | |||
| Shade Range Inclusivity | |||
| Ingredient Transparency | |||
| Clean Beauty Standards |
AI Buyer-Search Losses for Rare Beauty vs Competitors
Immediate risk
Rare Beauty is absent in 100% of buyer-intent queries while Cosmetics appears in 76% of tracked prompts.
Prompts you're missing
57%
Buyer query losses
100%
Comparison coverage
100%
Top competitor by mentions
Cosmetics (76%)
What buyers hear first
e.l.f. Cosmetics is consistently positioned as the top budget-friendly, fully vegan and cruelty-free brand — appearing in nearly every buyer and comparison query as the default recommendation when affordability and certified ethics are the primary purchase drivers, with prices anchored at $3–$16.
Sample-basedBuyer-intent signalComparison signal
Who AI recommends instead
Rare Beauty is framed as a mid-range prestige option ($18–$29) with strong formula quality and inclusive shade ranges, but carries a recurring caveat that it is not fully vegan, requiring shoppers to verify individual products — positioning it below e.l.f. for strict vegan seekers but above it for premium experience.
Sample-based
What you lose if this continues
Milk Makeup occupies a premium clean-beauty niche ($20–$46), consistently described as skincare-meets-makeup with innovative formats and a minimalist lifestyle identity, while Tower 28 Beauty is narrowly but firmly positioned as the clinical sensitive-skin specialist with EWG and National Eczema Association credentials — both brands rarely surface in general buyer queries but dominate comparison contexts where ingredient safety or formula innovation is the deciding factor.
Sample-basedBuyer-intent signalComparison signal
Act now
Create dedicated comparison landing pages (Rare Beauty vs. e.l.f. Cosmetics, Rare Beauty vs. Milk Makeup) that explicitly benchmark cruelty-free certification, vegan range, and price point—the three attributes already driving 67% association—to capture AI citation on head-to-head queries where Rare Beauty currently underperforms e.l.f. by 25 visibility points.
Every missed buyer-intent prompt is a competitor recommendation opportunity.
Detailed interpretation
- e.l.f. Cosmetics is consistently positioned as the top budget-friendly, fully vegan and cruelty-free brand — appearing in nearly every buyer and comparison query as the default recommendation when affordability and certified ethics are the primary purchase drivers, with prices anchored at $3–$16.
- Rare Beauty is framed as a mid-range prestige option ($18–$29) with strong formula quality and inclusive shade ranges, but carries a recurring caveat that it is not fully vegan, requiring shoppers to verify individual products — positioning it below e.l.f. for strict vegan seekers but above it for premium experience.
- Milk Makeup occupies a premium clean-beauty niche ($20–$46), consistently described as skincare-meets-makeup with innovative formats and a minimalist lifestyle identity, while Tower 28 Beauty is narrowly but firmly positioned as the clinical sensitive-skin specialist with EWG and National Eczema Association credentials — both brands rarely surface in general buyer queries but dominate comparison contexts where ingredient safety or formula innovation is the deciding factor.
Rare Beauty visibility gaps in AI search results
- Vegan-certified product queries (e.g., 'buy vegan lipstick cruelty free online', 'ethical makeup brand vegan certified products') where e.l.f. and Milk Makeup appear but Rare Beauty is absent, likely due to its partial vegan status—closing this gap requires clearer AI-visible messaging around which Rare Beauty products are certified vegan
- Affordable cruelty-free and app-based shopping queries (e.g., 'affordable cruelty free makeup brand app', 'download vegan cosmetics shopping app') where e.l.f. dominates recommendations but Rare Beauty is never mentioned—Rare Beauty lacks visibility in price-sensitive and mobile-first discovery contexts
- Category-specific product queries without brand prompting (e.g., 'cruelty free setting spray long lasting', 'plant based eyeshadow palette no animal testing', 'vegan lip gloss moisturizing formula') where e.l.f. and Milk Makeup are consistently recommended but Rare Beauty does not appear, indicating a gap in unprompted category-level AI visibility outside its hero blush product
AI Search Mentions for Rare Beauty in Buyer and Comparison Queries
AI Search Optimization Recommendations for Rare Beauty
- Create dedicated comparison landing pages (Rare Beauty vs. e.l.f. Cosmetics, Rare Beauty vs. Milk Makeup) that explicitly benchmark cruelty-free certification, vegan range, and price point—the three attributes already driving 67% association—to capture AI citation on head-to-head queries where Rare Beauty currently underperforms e.l.f. by 25 visibility points.
- Publish a structured 'Shade Range Inclusivity' hub page with quantified data (number of shades per SKU, undertone categories, foundation match tool) to lift the 33% association score on that attribute, positioning Rare Beauty in the 'inclusive beauty' category cluster where broader Cosmetics brands dominate at 75% visibility.
- Seed ingredient transparency content—INCI breakdowns, clean beauty standard certifications, third-party lab citations—into authoritative sources (Byrdie, INCI Decoder, EWG) that AI models preferentially cite, directly addressing the two lowest-scoring attributes (Ingredient Transparency 33%, Clean Beauty Standards 22%) to close the gap against category leaders.
Everyday you may be losing hundreds of buyers using AI search. You should act now and stop losing customers to your competitors. Schedule a free call with us to learn how to win in AI search.