How accurate is the nutritional information listed on the Starbucks app for seasonal drinks like the pumpkin spice latte
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How accurate is the nutritional information listed on the Starbucks app for seasonal drinks like the pumpkin spice latte
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
Starbucks nutrition information accuracy standard recipes customization calories nutrition calculator pumpkin spice latte official Google ↗
FDA restaurant menu calorie labeling reasonable basis accuracy 20 percent calories Google ↗
- Iced Pumpkin Spice Latte: Nutrition: Starbucks Coffee Company · starbucks.com
- Pumpkin Spice Latte: Starbucks Coffee Company · starbucks.com
- Menu and Vending Machine Labeling · fda.gov
- 21 CFR § 101.11 - Nutrition labeling of standard menu items in covered establishments. | Electronic Code of Federal Regulations (e-CFR) | US Law · law.cornell.edu
- Iced Pumpkin Cream Shaken Espresso: Nutrition: Starbucks Coffee Company · starbucks.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Starbucks nutrition information accuracy standard recipes customization calories nutrition calculator pumpkin spice latte official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
FDA restaurant menu calorie labeling reasonable basis accuracy 20 percent calories OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |