Real ChatGPT answer · index seedyqGP9O7JtoccompleteBeauty and personal care · anti-aginginformational

Are there any clinical studies proving that home LED light therapy masks reduce wrinkles as effectively as dermatologist office treatments?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any clinical studies proving that home LED light therapy masks reduce wrinkles as effectively as dermatologist office treatments?
3 real searches · 1 real-search pass
randomized controlled clinical trials at-home LED mask wrinkles red light photobiomodulation facial wrinkles study 2024 2025Google ↗
OBSERVEDConsequence
systematic review LED phototherapy skin rejuvenation wrinkles home devices clinical evidence comparison in-office treatmentGoogle ↗
OBSERVEDComparison
clinical trial home-use LED mask wrinkles sham controlled red near infrared facial photoagingGoogle ↗
OBSERVEDConsequence

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)
Short factOther / navigationalComparison33%Consequence67%ReasonDefinitionInstructionYes / no

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 clinical trials at-home LED mask wrinkles red light photobiomodulation facial wrinkles study 2024 2025 Google ↗
systematic review LED phototherapy skin rejuvenation wrinkles home devices clinical evidence comparison in-office treatment Google ↗
clinical trial home-use LED mask wrinkles sham controlled red near infrared facial photoaging Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
randomized controlled clinical trials at-home LED mask wrinkles red light photobiomodulation facial wrinkles study 2024 2025
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
systematic review LED phototherapy skin rejuvenation wrinkles home devices clinical evidence comparison in-office treatment
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
clinical trial home-use LED mask wrinkles sham controlled red near infrared facial photoaging
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1