Real ChatGPT answer · index seedcJeKbK6Fn1ocompleteBeauty and personal care · anti-aginginformational

I keep seeing red light therapy devices all over my social media feeds for anti aging, but do the budget friendly options on Amazon actually emit the right wavelengths to stimulate collagen?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I keep seeing red light therapy devices all over my social media feeds for anti aging, but do the budget friendly options on Amazon actually emit the right wavelengths to stimulate collagen?
1 real search · 1 real-search pass
red light photobiomodulation skin collagen wavelength 630 660 nm clinical trial irradiance fluence evidence FDA home deviceGoogle ↗
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 (1)
Short factOther / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / no

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

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
red light photobiomodulation skin collagen wavelength 630 660 nm clinical trial irradiance fluence evidence FDA home device
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1