Real ChatGPT answer · index seed7IntwGf49V8completeBeauty and personal care · hair removalcommercial
How do modern at-home IPL devices stack up against professional laser clinics for treating lower leg hair over a six-month timeline?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do modern at-home IPL devices stack up against professional laser clinics for treating lower leg hair over a six-month timeline?
3 real searches · 1 real-search pass
clinical evidence home-use IPL hair removal versus professional laser hair reduction six months lower legs dermatology studyGoogle ↗
OBSERVEDComparison
American Academy Dermatology laser hair removal how many treatments skin hair color risks home devices IPLGoogle ↗
OBSERVEDConsequence
FDA home-use IPL hair removal safety skin tones hair colors permanent hair reductionGoogle ↗
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)
Classes come from the query-classifier (a local Laya model). 1 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 home-use IPL hair removal versus professional laser hair reduction six months lower legs dermatology study Google ↗
American Academy Dermatology laser hair removal how many treatments skin hair color risks home devices IPL Google ↗
FDA home-use IPL hair removal safety skin tones hair colors permanent hair reduction Google ↗
- Home-based devices in dermatology: a systematic review of safety and efficacy · pmc.ncbi.nlm.nih.gov
- Home-based devices in dermatology: a systematic review of safety and efficacy · link.springer.com
- Efficacy of lasers and light sources in long-term hair reduction: a systematic review · pubmed.ncbi.nlm.nih.gov
- Evaluation and Treatment of Hirsutism in Premenopausal Women: An Endocrine Society* Clinical Practice Guideline | The Journal of Clinical Endocrinology & Metabolism · academic.oup.com
- Laser hair removal: FAQs · aad.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
clinical evidence home-use IPL hair removal versus professional laser hair reduction six months lower legs dermatology study OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
American Academy Dermatology laser hair removal how many treatments skin hair color risks home devices IPL OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
FDA home-use IPL hair removal safety skin tones hair colors permanent hair reduction OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |