Are budget-friendly LED light therapy wands from brands like Project E Beauty actually effective for boosting collagen, or do I need to splurge on a Omnilux mask?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are budget-friendly LED light therapy wands from brands like Project E Beauty actually effective for boosting collagen, or do I need to splurge on a Omnilux mask?
1 real search · 1 real-search pass
Project E Beauty LED wand wavelengths irradiance clinical evidence; Omnilux Contour Face wavelengths irradiance FDA cleared clinical studies; red light photobiomodulation facial wrinkles randomized controlled trial systematic reviewGoogle ↗
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
Project E Beauty LED wand wavelengths irradiance clinical evidence; Omnilux Contour Face wavelengths irradiance FDA cleared clinical studies; red light photobiomodulation facial wrinkles randomized controlled trial systematic review Google ↗
- View product · projectebeauty.com
- View product · omniluxled.com
- Is red light therapy right for your skin? · aad.org
- Efficacy and Safety of At-Home Light-Emitting Diode Photobiomodulation for Facial Rejuvenation: A Systematic Review | Aesthetic Plastic Surgery · link.springer.com
- The use of light-emitting diode therapy in the treatment of photoaged skin · pubmed.ncbi.nlm.nih.gov
Queries
1 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Project E Beauty LED wand wavelengths irradiance clinical evidence; Omnilux Contour Face wavelengths irradiance FDA cleared clinical studies; red light photobiomodulation facial wrinkles randomized controlled trial systematic review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |