Real ChatGPT answer · index seed4q6HxIqMVqocompleteBeauty and personal care · anti-aginginformational
Are handheld LED light therapy wands effective for treating stubborn vertical lip lines, or do I need a full face mask?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are handheld LED light therapy wands effective for treating stubborn vertical lip lines, or do I need a full face mask?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
red light LED photobiomodulation perioral wrinkles randomized trial handheld device facial wrinkles evidence wavelength dose Google ↗
American Academy Dermatology LED light therapy wrinkles at home devices evidence red light Google ↗
- Is red light therapy right for your skin? · aad.org
- Efficacy of home-use light-emitting diode device at 637 and 854-nm for facial rejuvenation: A split-face pilot study · pubmed.ncbi.nlm.nih.gov
- Clinical study to evaluate the efficacy and safety of home-used LED and IRED mask for crow’s feet: A multi-center, randomized, double-blind, sham-controlled study · pmc.ncbi.nlm.nih.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
red light LED photobiomodulation perioral wrinkles randomized trial handheld device facial wrinkles evidence wavelength dose OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
American Academy Dermatology LED light therapy wrinkles at home devices evidence red light OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |