Real ChatGPT answer · index seedmp6vbtgN7nkcompleteBeauty and personal care · salons and spascommercial
How do professional LED light therapy facials compare in cost and efficacy to at-home masks for reducing hyperpigmentation from old breakouts?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do professional LED light therapy facials compare in cost and efficacy to at-home masks for reducing hyperpigmentation from old breakouts?
3 real searches · 1 real-search pass
clinical evidence LED phototherapy post-inflammatory hyperpigmentation acne red blue light hyperpigmentation reviewGoogle ↗
OBSERVEDReason
American Academy Dermatology post-inflammatory hyperpigmentation treatment sunscreen retinoid azelaic acid acne dark spotsGoogle ↗
OBSERVEDComparison
FDA cleared at home LED face mask red blue light acne pigmentation evidenceGoogle ↗
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)
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
clinical evidence LED phototherapy post-inflammatory hyperpigmentation acne red blue light hyperpigmentation review Google ↗
American Academy Dermatology post-inflammatory hyperpigmentation treatment sunscreen retinoid azelaic acid acne dark spots Google ↗
FDA cleared at home LED face mask red blue light acne pigmentation evidence Google ↗
- Lasers and lights: How well do they treat acne? · aad.org
- Is red light therapy right for your skin? · aad.org
- At-Home LED Devices for the Treatment of Acne Vulgaris: A Systematic Review and Meta-Analysis | Acne | JAMA Dermatology · jamanetwork.com
- How to fade dark spots in darker skin tones · aad.org
- Dermatology: how to manage facial hyperpigmentation in skin of colour · pmc.ncbi.nlm.nih.gov
- Acne: Diagnosis and treatment · aad.org
- Post-inflammatory hyperpigmentation: A systematic review of treatment outcomes · pubmed.ncbi.nlm.nih.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
clinical evidence LED phototherapy post-inflammatory hyperpigmentation acne red blue light hyperpigmentation review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
American Academy Dermatology post-inflammatory hyperpigmentation treatment sunscreen retinoid azelaic acid acne dark spots OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
FDA cleared at home LED face mask red blue light acne pigmentation evidence OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |