Real ChatGPT answer + Gemini simulation · index seedTHGCRPCeU88completeAI OverviewRetail and ecommerce · subscription boxescommercial
Which book of the month club options provide early access to debut authors and signed hardcover editions for subscribers?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search37 queries10/30/2026
Download run
Gemini unique queries
36
0 in ≥ half the passes · stability 33%
ChatGPT real searches predicted
100%
1 of 1 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
Which book of the month club options provide early access to debut authors and signed hardcover editions for subscribers?
36 unique queries · 3 passes
book club options and comparisons
20 queries · 20 hits
book of the month clubs with signed editions1xGoogle ↗
REFORMULATION
book clubs with early access to debut authors and signed editions1xGoogle ↗
REFORMULATION
best book clubs with signed editions and debut authors1xGoogle ↗
REFORMULATION
book of the month club vs bookish box comparison1xGoogle ↗
COMPARATIVE
book of the month vs illumicrate vs owlcrate signed books1xGoogle ↗
COMPARATIVE
book of the month debut author picks and signed copies1xGoogle ↗
REFORMULATION
book of the month club current selections and debut author history1xGoogle ↗
ENTITY EXPANSION
book clubs that send books before publication date1xGoogle ↗
IMPLICIT
book of the month club debut author picks history1xGoogle ↗
RELATED
Book of the Month vs Once Upon a Book Club signed editions1xGoogle ↗
COMPARATIVE
shelfie service signed editions debut authors1xGoogle ↗
ENTITY EXPANSION
are book of the month signed editions real signatures1xGoogle ↗
RELATED
are book of the month club books signed?1xGoogle ↗
REFORMULATION
best book clubs for collectors of signed hardback fiction1xGoogle ↗
PERSONALIZED
fairyloot vs illumicrate signed exclusive editions comparison1xGoogle ↗
COMPARATIVE
best book clubs for collectors of first editions1xGoogle ↗
PERSONALIZED
book of the month club signed book policy1xGoogle ↗
ENTITY EXPANSION
once upon a book club vs fairyloot special editions comparison1xGoogle ↗
COMPARATIVE
do any monthly book clubs send signed debut novels1xGoogle ↗
REFORMULATION
best book of the month club alternatives for signed hardcovers1xGoogle ↗
REFORMULATION
signed book subscription boxes
16 queries · 16 hits
best book subscription boxes for debut authors1xGoogle ↗
ENTITY EXPANSION
best book of the month subscription boxes for signed hardcovers1xGoogle ↗
RELATED
how to get signed debut books through monthly subscriptions1xGoogle ↗
IMPLICIT
how do book subscription boxes get signed copies1xGoogle ↗
RELATED
literary subscription box comparison signed books vs early releases1xGoogle ↗
COMPARATIVE
bookish subscription boxes with exclusive signed debut novels1xGoogle ↗
ENTITY EXPANSION
book subscription boxes for collectors of signed hardcovers1xGoogle ↗
PERSONALIZED
literary subscription boxes with exclusive hardcovers1xGoogle ↗
REFORMULATION
how to get early access to newly released debut fiction books through subscriptions1xGoogle ↗
IMPLICIT
literary box subscriptions early access books1xGoogle ↗
RELATED
book subscription boxes that feature new authors before official release date1xGoogle ↗
RELATED
arc subscription boxes for readers1xGoogle ↗
ENTITY EXPANSION
how do book subscription boxes secure signed copies from publishers1xGoogle ↗
IMPLICIT
top rated book subscription services for new releases1xGoogle ↗
RELATED
book subscription box pricing and perks breakdown1xGoogle ↗
IMPLICIT
top rated book subscription services with author signed copies1xGoogle ↗
RELATED
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)
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. 36 queries are still being classified.
What the models actually searched
Each model answered the query with its own web search. These are the searches it ran, matched to the closest simulated query.
ChatGPT1 real searches · gpt-6100% predicted
Book of the Month Club early access debut authors signed hardcover editions subscribers options add-ons Google ↗
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
36 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
book of the month clubs with signed editions REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct list of subscription boxes that specifically ship autographed books. | — | web_article | book club options and comparisons | 1x of 3 | |
book clubs with early access to debut authors and signed editions REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct restatement of their original prompt to catch primary matching web pages. | — | web_article | book club options and comparisons | 1x of 3 | |
best book clubs with signed editions and debut authors REFORMULATION | Google ↗ AI Mode ↗ | The user wants a reformulate version of the query focused on finding top book subscription services featuring autographed books and new writers. | — | review_roundup | book club options and comparisons | 1x of 3 | |
best book subscription boxes for debut authors ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user is looking for book clubs known for discovering and highlighting new or upcoming authors. | — | buyers_guide | signed book subscription boxes | 1x of 3 | |
best book of the month subscription boxes for signed hardcovers RELATED | Google ↗ AI Mode ↗ | The user is looking for popular subscription services that specifically emphasize signed hardcover books. | — | buyers_guide | signed book subscription boxes | 1x of 3 | |
book of the month club vs bookish box comparison COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare specific book subscription services to see which offers better exclusive perks. | — | comparison_table | book club options and comparisons | 1x of 3 | |
book of the month vs illumicrate vs owlcrate signed books COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare popular book clubs to see which one offers the best signed hardcover perks. | — | comparison_table | book club options and comparisons | 1x of 3 | |
book of the month debut author picks and signed copies REFORMULATION | Google ↗ AI Mode ↗ | The user wants to see if the specific service named Book of the Month (BOTM) offers debut authors and signed copies. | — | faq_page | book club options and comparisons | 1x of 3 | |
how to get signed debut books through monthly subscriptions IMPLICIT | Google ↗ AI Mode ↗ | The user is looking for an explanation or guide on how subscription boxes source and distribute signed debut novels. | — | buyers_guide | signed book subscription boxes | 1x of 3 | |
how do book subscription boxes get signed copies RELATED | Google ↗ AI Mode ↗ | The user wants to understand the logistics and relationship between publishers and subscription clubs regarding signed inserts. | — | faq_page | signed book subscription boxes | 1x of 3 | |
literary subscription box comparison signed books vs early releases COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare different book box features to see which ones prioritize signed copies versus early access. | — | comparison_table | signed book subscription boxes | 1x of 3 | |
book of the month club current selections and debut author history ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to check specific historical and current book choices of the popular Book of the Month service regarding debuts. | — | web_article | book club options and comparisons | 1x of 3 | |
book clubs that send books before publication date IMPLICIT | Google ↗ AI Mode ↗ | The user is looking for services that grant early reader access or ship advanced reader copies / early editions. | — | web_article | book club options and comparisons | 1x of 3 | |
bookish subscription boxes with exclusive signed debut novels ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants recommendations for specific brands known for these features like Bookish Box, Once Upon a Book Club, or Illumicrate. | — | review_roundup | signed book subscription boxes | 1x of 3 | |
book subscription boxes for collectors of signed hardcovers PERSONALIZED | Google ↗ AI Mode ↗ | The user is seeking recommendations tailored specifically to book collectors who value signed physical books. | — | faq_page | signed book subscription boxes | 1x of 3 | |
literary subscription boxes with exclusive hardcovers REFORMULATION | Google ↗ AI Mode ↗ | The user wants alternative phrasing for clubs providing special edition physical books. | — | review_roundup | signed book subscription boxes | 1x of 3 | |
how to get early access to newly released debut fiction books through subscriptions IMPLICIT | Google ↗ AI Mode ↗ | The user is looking for the mechanism or workflow of how subscription services secure and distribute early reads. | — | how_to_steps | signed book subscription boxes | 1x of 3 | |
literary box subscriptions early access books RELATED | Google ↗ AI Mode ↗ | The user wants to discover alternative literary subscription boxes that prioritize pre-release titles. | — | product_spec_sheet | signed book subscription boxes | 1x of 3 | |
book of the month club debut author picks history RELATED | Google ↗ AI Mode ↗ | The user wants to see examples of past debut author selections from major clubs like Book of the Month (BOTM). | — | dataset | book club options and comparisons | 1x of 3 | |
Book of the Month vs Once Upon a Book Club signed editions COMPARATIVE | Google ↗ AI Mode ↗ | The user wants a direct comparison between two major book subscription competitors regarding their special editions. | — | comparison_table | book club options and comparisons | 1x of 3 | |
shelfie service signed editions debut authors ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user is searching for specific alternative book clubs like Once Upon a Book Club or similar brands. | — | review_roundup | book club options and comparisons | 1x of 3 | |
are book of the month signed editions real signatures RELATED | Google ↗ AI Mode ↗ | The user wants to verify the authenticity of signed books provided by mainstream book subscription services. | — | forum/qna | book club options and comparisons | 1x of 3 | |
book subscription boxes that feature new authors before official release date RELATED | Google ↗ AI Mode ↗ | The user wants to find services that specialize in pre-release or ARC (Advanced Reader Copy) adjacent distributions. | — | web_article | signed book subscription boxes | 1x of 3 | |
are book of the month club books signed? REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct answer regarding whether the standard Book of the Month service includes author signatures. | — | faq_page | book club options and comparisons | 1x of 3 | |
arc subscription boxes for readers ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user is searching for Advanced Reader Copy (ARC) programs or subscription models that provide unreleased books. | — | checklist | signed book subscription boxes | 1x of 3 | |
best book clubs for collectors of signed hardback fiction PERSONALIZED | Google ↗ AI Mode ↗ | The user is looking for recommendations tailored to book collectors seeking signed hardcover books. | — | buyers_guide | book club options and comparisons | 1x of 3 | |
fairyloot vs illumicrate signed exclusive editions comparison COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare fantasy-focused subscription boxes known for signed editions and early releases. | — | comparison_table | book club options and comparisons | 1x of 3 | |
best book clubs for collectors of first editions PERSONALIZED | Google ↗ AI Mode ↗ | The user wants recommendations tailored for book collectors seeking first printing and signed hardcover value. | — | buyers_guide | book club options and comparisons | 1x of 3 | |
book of the month club signed book policy ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to know specific details about how often and under what conditions signed books are offered. | — | faq_page | book club options and comparisons | 1x of 3 | |
how do book subscription boxes secure signed copies from publishers IMPLICIT | Google ↗ AI Mode ↗ | The user is curious about the supply chain and partnerships behind exclusive signed hardcovers. | — | web_article | signed book subscription boxes | 1x of 3 | |
once upon a book club vs fairyloot special editions comparison COMPARATIVE | Google ↗ AI Mode ↗ | The user wants a direct comparison between two prominent genre-specific book boxes regarding their special edition offerings. | — | comparison_table | book club options and comparisons | 1x of 3 | |
do any monthly book clubs send signed debut novels REFORMULATION | Google ↗ AI Mode ↗ | The user is asking a direct yes-no verification question about whether such clubs exist. | — | forum/qna | book club options and comparisons | 1x of 3 | |
top rated book subscription services for new releases RELATED | Google ↗ AI Mode ↗ | The user wants a general ranking of book clubs that emphasize getting new books first. | — | buyers_guide | signed book subscription boxes | 1x of 3 | |
best book of the month club alternatives for signed hardcovers REFORMULATION | Google ↗ AI Mode ↗ | The user is looking for substitutes to BOTM that offer guaranteed signed physical books. | — | review_roundup | book club options and comparisons | 1x of 3 | |
book subscription box pricing and perks breakdown IMPLICIT | Google ↗ AI Mode ↗ | The user wants to evaluate the cost versus perks (like signed books and early shipping) of various literary boxes. | — | pricing_page | signed book subscription boxes | 1x of 3 | |
top rated book subscription services with author signed copies RELATED | Google ↗ AI Mode ↗ | The user wants a curated list of top-tier book subscriptions that include author signatures. | — | review_roundup | signed book subscription boxes | 1x of 3 |
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
Geminix = pass, y = cumulative unique queries
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-3.5-flash-lite | 1 | 12 | 12 | — | 913 / 1,502 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 913 / 1,492 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 913 / 1,543 |