What is the current consensus on the safest organic lipstick ingredients for everyday wear by people with sensitive skin
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the current consensus on the safest organic lipstick ingredients for everyday wear by people with sensitive skin
3 real searches · 1 real-search pass
dermatologist recommendations allergic contact cheilitis lipstick ingredients fragrance flavor essential oils sensitive lips petrolatum beeswax castor oilGoogle ↗
OBSERVEDReason
American Academy Dermatology contact dermatitis lip products fragrance flavoring ingredients lipstick allergyGoogle ↗
OBSERVEDReason
FDA cosmetics organic claims hypoallergenic natural cosmetics allergy ingredientsGoogle ↗
OBSERVEDOther / navigational
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
dermatologist recommendations allergic contact cheilitis lipstick ingredients fragrance flavor essential oils sensitive lips petrolatum beeswax castor oil Google ↗
American Academy Dermatology contact dermatitis lip products fragrance flavoring ingredients lipstick allergy Google ↗
FDA cosmetics organic claims hypoallergenic natural cosmetics allergy ingredients Google ↗
- 7 dermatologists' tips for healing dry, chapped lips · aad.org
- Allergic contact dermatitis to lip care cosmetic products - a systematic review · pubmed.ncbi.nlm.nih.gov
- Contact reactions to lipsticks and other lipcare products · dermnetnz.org
- "Organic" Cosmetics · fda.gov
- "Hypoallergenic" Cosmetics · fda.gov
- Allergens in Cosmetics · fda.gov
- Itchy rash could be contact dermatitis · aad.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
dermatologist recommendations allergic contact cheilitis lipstick ingredients fragrance flavor essential oils sensitive lips petrolatum beeswax castor oil OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
American Academy Dermatology contact dermatitis lip products fragrance flavoring ingredients lipstick allergy OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
FDA cosmetics organic claims hypoallergenic natural cosmetics allergy ingredients OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |