Real ChatGPT answer · index seed9ZArC5ulaz4completeBeauty and personal care · anti-aginginformational
What are the top dermatologists recommending this year for smoothing out vertical lip lines caused by years of using straws and natural aging?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the top dermatologists recommending this year for smoothing out vertical lip lines caused by years of using straws and natural aging?
2 real searches · 1 real-search pass
2026 expert dermatologist best treatments vertical lip lines perioral wrinkles evidence laser filler botox retinoidGoogle ↗
OBSERVEDInstruction
2026 dermatologist recommendations vertical perioral lip lines treatment fractional laser radiofrequency microneedling filler botulinum toxinGoogle ↗
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
2026 expert dermatologist best treatments vertical lip lines perioral wrinkles evidence laser filler botox retinoid Google ↗
2026 dermatologist recommendations vertical perioral lip lines treatment fractional laser radiofrequency microneedling filler botulinum toxin Google ↗
- Rhytides (“Wrinkles”) » Department of Dermatology » College of Medicine » University of Florida · dermatology.med.ufl.edu
- Perioral Rejuvenation · isaps.org
- Aesthetic management of lips and perioral region with Hylacross® and Vycross® hyaluronic‐acid based fillers: A document of recommendations - Díaz‐Aguayo - 2024 - Journal of Cosmetic Dermatology · onlinelibrary.wiley.com
- Best Treatment for Vertical Lip Lines | Venice, FL · rejuvadermatology.com
- The Best In-Office Treatments for Smile Lines · newbeauty.com
- Wrinkles · aad.org
- How dermatologists treat sun-damaged skin · aad.org
- 5 Ways to Reduce Lip Wrinkles, According to Dermatologists · goodhousekeeping.com
- Fillers: FAQs · aad.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 expert dermatologist best treatments vertical lip lines perioral wrinkles evidence laser filler botox retinoid OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
2026 dermatologist recommendations vertical perioral lip lines treatment fractional laser radiofrequency microneedling filler botulinum toxin OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |