What proprietary emulsifiers are used in Dunkin Donuts dairy alternative milks to prevent separation when added to hot espresso versus cold brew coffee?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What proprietary emulsifiers are used in Dunkin Donuts dairy alternative milks to prevent separation when added to hot espresso versus cold brew coffee?
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). 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
Dunkin' dairy alternative milk ingredients emulsifier oatmilk almondmilk separation espresso ingredients Google ↗
Dunkin Dunkin oatmilk brand ingredients emulsifiers gellan gum sunflower lecithin hot coffee Google ↗
- <table id="e1"> · dunkindonuts.com
- Allergen and Ingredient Guide · dunkindonutsmenuu.com
- Dunkin' Donuts Allergen Guide | PDF | Doughnut · scribd.com
- Non-Dairy Options at Dunkin' · news.dunkindonuts.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Dunkin' dairy alternative milk ingredients emulsifier oatmilk almondmilk separation espresso ingredients OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Dunkin Dunkin oatmilk brand ingredients emulsifiers gellan gum sunflower lecithin hot coffee OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |