Company
Cosdna
Sample prompts where it appears
What are the best ingredient-focused skincare publishers for finding gentle products for sensitive skin?
Brands:Inci Decoder,Skincarisma,Cosdna,Dermnet,Paula S Choice
What are the best free ingredient-focused skincare publishers for parent shoppers looking for gentle products for a child?
Brands:Inci Decoder,Cosdna,Ewg Skin Deep,Paula S Choice Ingredient Dictionary,National Eczema Association
What are the best free beauty review sites for finding unbiased product comparisons and expert opinions?
Brands:Beautypedia,Inci Decoder,Cosdna,Paula S Choice,Allure
What are the best free skincare brands for comparing sensitive-skin options before buying?
Brands:Inci Decoder,Skinsort,Cosdna,Ewg Skin Deep,Sephora.com
What are the best free beauty review sites for finding products for hair or skin concerns without paid subscriptions?
Brands:Sephora.com,
Ulta.com,Inci Decoder,
Reddit,Makeupalley
What's the most trusted beauty review site for shortlisting products across skin concerns and ingredient preferences?
Brands:Inci Decoder,Beautypedia,Dermstore,Sephora.com,Cosdna
What are the best beauty review sites for finding skincare advice for sensitive skin and ingredient-aware routines?
Brands:Inci Decoder,Skincarisma,Skinsort,Cosdna,Reddit
Can you recommend beauty review sites for ingredient-conscious skincare shopping?
Brands:Inci Decoder,Paula S Choice,Beautypedia,Skincarisma,Cosdna
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How did Obsurfable measure this?
Obsurfable records AI answers to buyer-style prompts in its research corpus (8 observations for this page). Metrics are distributions over observations, not a single static ranking.
Which AI systems does Obsurfable collect answers from?
OpenAI, ChatGPT, Google, Gemini, Google AI Mode, Anthropic, Claude, Perplexity, Grok, DeepSeek, Mistral, Copilot, and Meta AI.