Real ChatGPT answer · index seedlJ9HEW8pVyQcompleteBeauty and personal care · cosmeticscomparison

Are there any cheap lip primers that actually prevent lipstick bleeding just as well as the Anastasia Beverly Hills invisible lip liner?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any cheap lip primers that actually prevent lipstick bleeding just as well as the Anastasia Beverly Hills invisible lip liner?
1 real search · 1 real-search pass
drugstore clear lip liner prevent lipstick feathering bleeding Milani anti feathering lipliner reviews alternatives Anastasia invisible lip linerGoogle ↗
OBSERVEDComparison

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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / 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
drugstore clear lip liner prevent lipstick feathering bleeding Milani anti feathering lipliner reviews alternatives Anastasia invisible lip liner Google ↗
  1. Shop at Sally Beauty · sallybeauty.com
  2. Shop ColourPop · colourpop.com
  3. Shop at Target · target.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
drugstore clear lip liner prevent lipstick feathering bleeding Milani anti feathering lipliner reviews alternatives Anastasia invisible lip liner
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1