Real ChatGPT answer · index seedjK8KdmKGyCccompleteBeauty and personal care · cosmeticsinformational

How does the ingredient list of Kylie Cosmetics lip liner pencils compare to MAC Cosmetics Lip Pencils regarding long-wear performance and creamy application under liquid lipstick?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How does the ingredient list of Kylie Cosmetics lip liner pencils compare to MAC Cosmetics Lip Pencils regarding long-wear performance and creamy application under liquid lipstick?
2 real searches · 1 real-search pass
Kylie Cosmetics lip liner pencil ingredients full ingredient list formula wear creamy liquid lipstickGoogle ↗
OBSERVEDOther / navigational
MAC Cosmetics Lip Pencil ingredients full ingredient list formula wear creamy application liquid lipstickGoogle ↗
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 (2)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

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
Kylie Cosmetics lip liner pencil ingredients full ingredient list formula wear creamy liquid lipstick Google ↗
MAC Cosmetics Lip Pencil ingredients full ingredient list formula wear creamy application liquid lipstick Google ↗
  1. Lip Liner · kyliecosmetics.com
  2. Lip Liner · kyliejennercosmetics.eu
  3. Lip Pencil · maccosmetics.com
  4. Lip Pencil - MAC Cosmetics · sephora.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Kylie Cosmetics lip liner pencil ingredients full ingredient list formula wear creamy liquid lipstick
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
MAC Cosmetics Lip Pencil ingredients full ingredient list formula wear creamy application liquid lipstick
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1