Real ChatGPT answer · index seedxDk8ZzwgmvocompleteBeauty and personal care · anti-aginginformational
Do LED light therapy devices for anti aging actually stimulate collagen production or is the science still unproven?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Do LED light therapy devices for anti aging actually stimulate collagen production or is the science still unproven?
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 skin rejuvenation collagen production randomized controlled trials systematic review 2024 2025 Google ↗
American Academy Dermatology red light therapy wrinkles collagen evidence at home devices Google ↗
- Efficacy and Safety of At-Home Light-Emitting Diode Photobiomodulation for Facial Rejuvenation: A Systematic Review. · pubmed.ncbi.nlm.nih.gov
- Efficacy and Safety of At-Home Light-Emitting Diode Photobiomodulation for Facial Rejuvenation: A Systematic Review | Aesthetic Plastic Surgery · link.springer.com
- Is red light therapy right for your skin? · aad.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
red light LED photobiomodulation skin rejuvenation collagen production randomized controlled trials systematic review 2024 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
American Academy Dermatology red light therapy wrinkles collagen evidence at home devices OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |