Real ChatGPT answer · index seedTlFKyOAqWOAcompleteEntertainment and media · booksbrand

Which brands of book lights offer the best manufacturer warranty for small retail stores ordering in wholesale quantities?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which brands of book lights offer the best manufacturer warranty for small retail stores ordering in wholesale quantities?
1 real search · 1 real-search pass
book light brands manufacturer warranty wholesale bulk orders rechargeable reading light warranty retailerGoogle ↗
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 (1)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
book light brands manufacturer warranty wholesale bulk orders rechargeable reading light warranty retailer Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
book light brands manufacturer warranty wholesale bulk orders rechargeable reading light warranty retailer
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1