Real ChatGPT answer · index seedtXGJj2xsdNwcompleteEntertainment and media · booksbrand

Which book light brands have the best customer reviews for durability and battery life according to recent tech blogs

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which book light brands have the best customer reviews for durability and battery life according to recent tech blogs
1 real search · 1 real-search pass
best book lights durability battery life reviews tech blogs 2025 2026 rechargeable clip-onGoogle ↗
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

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best book lights durability battery life reviews tech blogs 2025 2026 rechargeable clip-on
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1