AI Visibility Intelligence

How AI perceives Rare Beauty and influences buyers

Category: Ecommerce Brand · Last analyzed: 2026-03-12

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AI Visibility Score

36

out of 100

Companies with higher scores are more likely to appear in AI-driven product discovery.

AI Category Positioning Table

AttributeRare BeautyMilk Makeupe.l.f. Cosmetics
Cruelty-free CertificationStrongStrongStrong
Vegan Product RangeModerateStrongStrong
Price PointStrongModerateStrong
Shade Range InclusivityLimitedLimitedLimited
Ingredient TransparencyLimitedModerateLimited
Clean Beauty StandardsLimitedModerateLimited

AI Comparison Positioning

  • 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.

Visibility Opportunities

  • 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 Response Examples

Rare Beauty vs e.l.f. Cosmetics which is better for vegan makeup

Both Rare Beauty and e.l.f.

Rare Beauty vs Milk Makeup cruelty-free foundation comparison

Here's a comparison of Rare Beauty and Milk Makeup cruelty-free foundations to help you decide: Rare Beauty - Liquid Touch Weightless Foundation Price: Around $29 Finish: Natural, skin-like finish with buildable

Tower 28 Beauty vs Rare Beauty best clean cosmetics brand

Tower 28 Beauty vs Rare Beauty: Clean Cosmetics Comparison Both brands have strong followings in the clean beauty space, but they differ in focus and formulation philosophy.

Competitor Visibility

BrandAI Visibility %
Rare Beauty38%
Milk Makeup33%
Cosmetics75%
e.l.f. Cosmetics63%

Recommendations

  • 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.

How This Analysis Works

Readable analyzes how AI assistants respond to representative buyer queries and how brands are described within those responses.

This report includes only a small sample of the prompts analyzed.

AI Discovery Risk

Buyers increasingly rely on AI assistants to shortlist vendors. If AI systems do not associate your brand with critical category attributes, you may never appear in those recommendations.

Readable can help implement these improvements with no effort from your team.

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