Does LED light therapy for aging actually work or should I return this expensive mask I bought yesterday before the return window closes?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Does LED light therapy for aging actually work or should I return this expensive mask I bought yesterday before the return window closes?
3 real searches · 1 real-search pass
randomized controlled trials red near infrared LED photobiomodulation facial wrinkles skin aging systematic review clinical evidenceGoogle ↗
OBSERVEDReason
American Academy Dermatology red light therapy skin aging LED masks evidence safetyGoogle ↗
OBSERVEDReason
FDA LED face mask red light therapy clearance wrinkles home device safetyGoogle ↗
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
randomized controlled trials red near infrared LED photobiomodulation facial wrinkles skin aging systematic review clinical evidence Google ↗
American Academy Dermatology red light therapy skin aging LED masks evidence safety Google ↗
FDA LED face mask red light therapy clearance wrinkles home device safety Google ↗
- 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 · 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
- 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
- Non-Invasive Body Contouring Technologies · fda.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
randomized controlled trials red near infrared LED photobiomodulation facial wrinkles skin aging systematic review clinical evidence OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
American Academy Dermatology red light therapy skin aging LED masks evidence safety OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
FDA LED face mask red light therapy clearance wrinkles home device safety OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |