Real ChatGPT answer · index seedUel1M20Ygr8completeBeauty and personal care · hair removalcomparison
Are at home ipl results for the philips lumea really comparable to professional salon treatments for my small salon offering hair removal services
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are at home ipl results for the philips lumea really comparable to professional salon treatments for my small salon offering hair removal services
3 real searches · 1 real-search pass
Philips Lumea home IPL vs professional IPL hair removal clinical study efficacy fluence comparison manufacturer intended useGoogle ↗
OBSERVEDComparison
Texas salon IPL hair removal regulations intense pulsed light laser hair removal certification DSHSGoogle ↗
OBSERVEDInstruction
systematic review home use IPL hair removal professional laser efficacy long term 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). 2 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
Philips Lumea home IPL vs professional IPL hair removal clinical study efficacy fluence comparison manufacturer intended use Google ↗
Texas salon IPL hair removal regulations intense pulsed light laser hair removal certification DSHS Google ↗
systematic review home use IPL hair removal professional laser efficacy long term hair reduction Google ↗
- Is home IPL as effective as laser hair removal salons? · usa.philips.com
- How is IPL different from laser hair removal? · usa.philips.com
- Home-based devices in dermatology: a systematic review of safety and efficacy · pmc.ncbi.nlm.nih.gov
- A systematic review of light-based home-use devices for hair removal and considerations on human safety · pubmed.ncbi.nlm.nih.gov
- Efficacy of lasers and light sources in long-term hair reduction: a systematic review · pubmed.ncbi.nlm.nih.gov
- Philips Lumea IPL (K253754) — FDA 510(k) · fda.innolitics.com
- VII. PERFORMANCE DATA · accessdata.fda.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Philips Lumea home IPL vs professional IPL hair removal clinical study efficacy fluence comparison manufacturer intended use OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Texas salon IPL hair removal regulations intense pulsed light laser hair removal certification DSHS OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
systematic review home use IPL hair removal professional laser efficacy long term hair reduction OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |