Real ChatGPT answer · index seedFqYXdyApRmAcompleteFood and restaurants · restaurantsbrand

Are there any independent coffee shops within walking distance of campus that offer student discounts on cold brew and pastries

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any independent coffee shops within walking distance of campus that offer student discounts on cold brew and pastries
1 real search · 1 real-search pass
independent coffee shops student discounts cold brew pastries near UMass Lowell Lowell MA campusGoogle ↗
OBSERVED

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.

Classifying 1 queries…

Searches and sources

ChatGPT1 real searches · gpt-6
independent coffee shops student discounts cold brew pastries near UMass Lowell Lowell MA campus Google ↗
  1. Discounts | Community Engagement · uml.edu
  2. Purple Carrot Bread Co. | Best Bakery in Massachusetts · purplecarrotbreadco.com
  3. Nibbana Cafe | Lowell, MA · nibbana.coffee
  4. Nibbana Cafe 122 Western Ave · order.online
  5. Menu Brewd Awakening · brewdawakening.com
  6. Visit Brew'd Awakening Coffeehaus · revolutionaryvalley.org

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
independent coffee shops student discounts cold brew pastries near UMass Lowell Lowell MA campus
OBSERVED
Google ↗
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