Real ChatGPT answer · index seedk926dVbjXGocompleteBeauty and personal care · cosmeticscommercial

can you compare the pigmentation and wear time of the top three MAC lipstick best sellers for someone with warm undertones

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
can you compare the pigmentation and wear time of the top three MAC lipstick best sellers for someone with warm undertones
1 real search · 1 real-search pass
MAC Cosmetics bestselling lipsticks 2026 best sellers pigmentation wear time warm undertonesGoogle ↗
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
MAC Cosmetics bestselling lipsticks 2026 best sellers pigmentation wear time warm undertones Google ↗
  1. Best-Selling Lipstick Shades| MAC Cosmetics · maccosmetics.com
  2. Iconic MAC Shades · maccosmetics.co.uk
  3. Ask an Artist - What is the most popular lipstick colour? · maccosmetics.co.uk
  4. Lipstick Makeup · maccosmetics.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
MAC Cosmetics bestselling lipsticks 2026 best sellers pigmentation wear time warm undertones
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1