I commute on a very bumpy train ride every morning, so what is the most spill-proof travel mug on the market right now?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I commute on a very bumpy train ride every morning, so what is the most spill-proof travel mug on the market right now?
1 real search · 1 real-search pass
best leakproof travel coffee mugs 2026 Zojirushi Contigo West Loop Stanley AeroLight leak test reviewsGoogle ↗
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)
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
best leakproof travel coffee mugs 2026 Zojirushi Contigo West Loop Stanley AeroLight leak test reviews Google ↗
- This Travel Mug Kept My Coffee Hot for 12 Hours-and Didn't Spill a Drop · seriouseats.com
- 5 Best Travel Mugs, Tested & Reviewed · goodhousekeeping.com
- Contigo® West Loop 3.0 Stainless Steel Travel Mug with AUTOSEAL® Lid, 16oz · gocontigo.com
- 15 Best Travel Mugs and Tumblers of 2026 · reviewed.com
- Tested: Best Travel Mugs for Road Trips and Commuting of 2026 · caranddriver.com
- Shop at Fellow · fellowproducts.com