Real ChatGPT answer · index seedeqEDHpUKDZIcompleteFood and restaurants · food deliverybrand

Why is the vegan filter on Yelp and Grubhub so hard to use when looking for specific plant-based burger joints?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Why is the vegan filter on Yelp and Grubhub so hard to use when looking for specific plant-based burger joints?
2 real searches · 1 real-search pass
Yelp vegan filter how restaurants are categorized vegan friendly search filters limitationsGoogle ↗
OBSERVEDYes / no
Grubhub vegan filter restaurant search categories menu dietary filters vegan restaurantsGoogle ↗
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 (2)
Short factOther / navigational50%ComparisonConsequenceReasonDefinitionInstructionYes / no50%

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
Yelp vegan filter how restaurants are categorized vegan friendly search filters limitations Google ↗
Grubhub vegan filter restaurant search categories menu dietary filters vegan restaurants Google ↗
  1. Individual Orders · business.grubhub.com
  2. Individual Orders · business.grubhub.com
  3. How do I personalize my experience on Yelp? | Support Center · yelp-sales.my.site.com
  4. How does Yelp determine its search results? | Support Center · yelp-support.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Yelp vegan filter how restaurants are categorized vegan friendly search filters limitations
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1
Grubhub vegan filter restaurant search categories menu dietary filters vegan restaurants
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1