Real ChatGPT answer · index seedWSElFh6UgDgcompleteFood and restaurants · special dietscommercial

My doctor suggested I cut out dairy to help with my joint inflammation but I love to bake what are the most reliable butter and milk substitutes that behave the same way in traditional cookie recipes

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

The searches the AI actually ran for this prompt.

SEED QUERY
My doctor suggested I cut out dairy to help with my joint inflammation but I love to bake what are the most reliable butter and milk substitutes that behave the same way in traditional cookie recipes
1 real search · 1 real-search pass
best dairy-free butter substitutes baking cookies vegan butter sticks soy oat milk baking substitution food scienceGoogle ↗
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)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

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 dairy-free butter substitutes baking cookies vegan butter sticks soy oat milk baking substitution food science Google ↗
  1. View product · walmart.com
  2. View product · walmart.com
  3. View product · walmart.com
  4. The baking trials: butter vs. vegan butter · kingarthurbaking.com
  5. Non-dairy milk for baking: What’s the best choice? · kingarthurbaking.com
  6. How to bake dairy-free · kingarthurbaking.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best dairy-free butter substitutes baking cookies vegan butter sticks soy oat milk baking substitution food science
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1