I am looking for expert reviews on the newest LED light therapy masks that feature clinically proven wavelengths for stimulating fibroblast activity and collagen production.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I am looking for expert reviews on the newest LED light therapy masks that feature clinically proven wavelengths for stimulating fibroblast activity and collagen production.
1 real search · 1 real-search pass
best LED light therapy face masks expert reviews 2026 wavelengths 630 830 nm clinical trials collagenGoogle ↗
OBSERVEDComparison
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
best LED light therapy face masks expert reviews 2026 wavelengths 630 830 nm clinical trials collagen Google ↗
- Best red light therapy masks of 2026: Tested picks for every skin goal · wareable.com
- Ranking the Best Red-Light Therapy Masks and LED Devices of 2026 · wired.com
- Best Red Light Therapy & LED Face Masks (2026) · glowlabreviews.com
- 8 Best LED Face Masks 2026, Tested by Dermatologists · womenshealthmag.com
- What to Look for in Red Light Therapy: A Product Guide Backed by Science · pmc.ncbi.nlm.nih.gov
- 11 Best Red Light Therapy Masks of 2026 · goodhousekeeping.com
- LED Mask Score — LED face masks ranked by measured irradiance, not LED count · ledmaskscore.com