Between liquid matte lipsticks and satin bullet lipsticks, which formula currently drives more repeat purchases among online shoppers?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Between liquid matte lipsticks and satin bullet lipsticks, which formula currently drives more repeat purchases among online shoppers?
2 real searches · 1 real-search pass
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)
Classes come from the query-classifier (a local Laya model). 1 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
lipstick formula repeat purchase rate liquid matte satin bullet lipstick ecommerce consumer behavior 2026 Google ↗
liquid matte lipstick vs satin lipstick repeat purchase rate online shoppers consumer survey repurchase Google ↗
- Lipstick Market Size, Share & 2031 Growth Trends Report · mordorintelligence.com
- Liquid Matte vs Bullet Lipsticks: Which One Is Better for Daily Wear? · nykaa.com
- Lip Lip Hooray: Infographic Series #3 - · benchmarkingcompany.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
lipstick formula repeat purchase rate liquid matte satin bullet lipstick ecommerce consumer behavior 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
liquid matte lipstick vs satin lipstick repeat purchase rate online shoppers consumer survey repurchase OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |