Real ChatGPT answer · index seedHV2daus6jA4completeBeauty and personal care · anti-aginginformational

Could you review the latest clinical trials on home use LED light therapy masks, specifically comparing the efficacy of red light versus near infrared wavelengths for stimulating endogenous collagen production in mature skin?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Could you review the latest clinical trials on home use LED light therapy masks, specifically comparing the efficacy of red light versus near infrared wavelengths for stimulating endogenous collagen production in mature skin?
3 real searches · 1 real-search pass
2025 2026 randomized clinical trial home-use LED facial mask red light near infrared collagen photoaging mature skin 630 660 830 nmGoogle ↗
OBSERVEDReason
systematic review randomized controlled trials LED photobiomodulation skin rejuvenation collagen red near infrared 2024 2025Google ↗
OBSERVEDReason
home use LED mask clinical trial wrinkles collagen histology red near infrared 633 830 nmGoogle ↗
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 (3)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / 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
2025 2026 randomized clinical trial home-use LED facial mask red light near infrared collagen photoaging mature skin 630 660 830 nm Google ↗
systematic review randomized controlled trials LED photobiomodulation skin rejuvenation collagen red near infrared 2024 2025 Google ↗
home use LED mask clinical trial wrinkles collagen histology red near infrared 633 830 nm Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2025 2026 randomized clinical trial home-use LED facial mask red light near infrared collagen photoaging mature skin 630 660 830 nm
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
systematic review randomized controlled trials LED photobiomodulation skin rejuvenation collagen red near infrared 2024 2025
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
home use LED mask clinical trial wrinkles collagen histology red near infrared 633 830 nm
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1