Real ChatGPT answer · index seedrbwBXJXWDcccompleteEntertainment and media · bookscommercial

I need a cataloging software for my personal library of over two thousand volumes that supports ISBN scanning and custom tagging for signed copies.

ChatGPTgpt-64 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I need a cataloging software for my personal library of over two thousand volumes that supports ISBN scanning and custom tagging for signed copies.
4 real searches · 1 real-search pass
best personal library cataloging software ISBN barcode scanning custom tags signed books Libib LibraryThing BookBuddy CLZ Books 2026Google ↗
OBSERVEDComparison
Libib barcode scanner custom fields tags personal library officialGoogle ↗
OBSERVEDOther / navigational
CLZ Books barcode scanning custom fields tags collection officialGoogle ↗
OBSERVEDOther / navigational
BookBuddy barcode scanner custom fields tags officialGoogle ↗
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 (4)
Short factOther / navigational75%Comparison25%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
best personal library cataloging software ISBN barcode scanning custom tags signed books Libib LibraryThing BookBuddy CLZ Books 2026 Google ↗
Libib barcode scanner custom fields tags personal library official Google ↗
CLZ Books barcode scanning custom fields tags collection official Google ↗
BookBuddy barcode scanner custom fields tags official Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best personal library cataloging software ISBN barcode scanning custom tags signed books Libib LibraryThing BookBuddy CLZ Books 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Libib barcode scanner custom fields tags personal library official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
CLZ Books barcode scanning custom fields tags collection official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
BookBuddy barcode scanner custom fields tags official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1