Why do Starbucks espresso drinks taste significantly burnt when ordered with alternative milks like oat milk versus traditional dairy whole milk?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Why do Starbucks espresso drinks taste significantly burnt when ordered with alternative milks like oat milk versus traditional dairy whole milk?
3 real searches · 1 real-search pass
Starbucks espresso roast tasting notes dark roast bitterness espresso roast official StarbucksGoogle ↗
OBSERVEDOther / navigational
oat milk coffee sensory bitterness dairy milk fat protein masking bitterness study oat milk coffeeGoogle ↗
OBSERVEDReason
Starbucks oatmilk barista blend ingredients Starbucks menu oatmilk ingredientsGoogle ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Starbucks espresso roast tasting notes dark roast bitterness espresso roast official Starbucks OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
oat milk coffee sensory bitterness dairy milk fat protein masking bitterness study oat milk coffee OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Starbucks oatmilk barista blend ingredients Starbucks menu oatmilk ingredients OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |