Real ChatGPT answer · index seedVKUqZzhaEokcompleteHealth and wellness · supplements and vitaminsinformational
I need to stop wasting money on supplements that do not work so which vitamins are scientifically proven to give your skin a natural glow?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need to stop wasting money on supplements that do not work so which vitamins are scientifically proven to give your skin a natural glow?
3 real searches · 1 real-search pass
systematic review oral vitamins supplements skin health vitamin C D E biotin collagen skin appearance evidence dermatologyGoogle ↗
OBSERVEDReason
NIH Office Dietary Supplements vitamin C skin collagen deficiency biotin hair skin evidenceGoogle ↗
OBSERVEDReason
American Academy Dermatology vitamins supplements skin health biotin vitamin E evidenceGoogle ↗
OBSERVEDReason
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
systematic review oral vitamins supplements skin health vitamin C D E biotin collagen skin appearance evidence dermatology Google ↗
NIH Office Dietary Supplements vitamin C skin collagen deficiency biotin hair skin evidence Google ↗
American Academy Dermatology vitamins supplements skin health biotin vitamin E evidence Google ↗
- Should I take vitamins or supplements for my skin? · aad.org
- Oral Supplements and Dermatology: A Review · onlinelibrary.wiley.com
- Biotin · ods.od.nih.gov
- Effects of Collagen Supplements on Skin Aging: A Systematic Review and Meta-Analysis of Randomized Controlled Trials · doi.org
- Dietary supplements in dermatology: A review of the evidence for zinc, biotin, vitamin D, nicotinamide, and Polypodium · pubmed.ncbi.nlm.nih.gov
- Position of the Academy of Nutrition and Dietetics: Micronutrient Supplementation · pmc.ncbi.nlm.nih.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
systematic review oral vitamins supplements skin health vitamin C D E biotin collagen skin appearance evidence dermatology OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
NIH Office Dietary Supplements vitamin C skin collagen deficiency biotin hair skin evidence OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
American Academy Dermatology vitamins supplements skin health biotin vitamin E evidence OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |