Real ChatGPT answer · index seedhiQeJXBWPBEcompleteBeauty and personal care · nail carecommercial

Which professional UV LED nail lamps offer the best warranty and customer support for small business owners in the beauty industry?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which professional UV LED nail lamps offer the best warranty and customer support for small business owners in the beauty industry?
1 real search · 1 real-search pass
professional UV LED nail lamp manufacturer warranty customer service salon commercial use Gelish OPI Light Elegance Kokoist 2026Google ↗
OBSERVEDOther / navigational

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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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

ChatGPT1 real searches · gpt-6
professional UV LED nail lamp manufacturer warranty customer service salon commercial use Gelish OPI Light Elegance Kokoist 2026 Google ↗
  1. OPI STAR LIGHT Gel Lamp · opi.com
  2. Gel Lamp Warranty and Claims · opi.com
  3. CND™ LED & Visible Light Lamp Warranty · cnd.com
  4. Warranty · kokoistusa.com
  5. FAQs · kokoistusa.com
  6. Best nail lamp · nailproductlab.com
  7. Gelish catalog LR · exhibitorsearch.messefrankfurt.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
professional UV LED nail lamp manufacturer warranty customer service salon commercial use Gelish OPI Light Elegance Kokoist 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1