Real ChatGPT answer + Gemini simulation · index seed3Ni3wc7BtHwcompleteAI OverviewEntertainment and media · bookshowto
What is the best strategy to get book bloggers to review a new epic fantasy series launch this quarter?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search35 queries10/30/2026
Download run
Gemini unique queries
33
2 in ≥ half the passes · stability 36%
ChatGPT real searches predicted
0%
0 of 2 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
What is the best strategy to get book bloggers to review a new epic fantasy series launch this quarter?
33 unique queries · 3 passes
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.
Gemini simulated (33)ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 25 of 35 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
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.
ChatGPT2 real searches · gpt-60% predicted
2026 book blogger ARC outreach guidelines NetGalley indie authors fantasy reviewers submission policies Google ↗
2026 NetGalley tips indie authors advance reader copies book marketing reviewer outreach Google ↗
- SFWA Presents: Get to Know Our NetGalley Partnership Program - SFWA - The Science Fiction & Fantasy Writers Association · sfwa.org
- SFWA – The Science Fiction & Fantasy Writers Association · sfwa.org
- How to Get Book Reviews in 2026 · reedsy.com
- Answering NetGalley Members’ FAQs About ARCs · bookish.netgalley.com
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
33 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
how to pitch book bloggers for epic fantasy review REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct and concise way to rephrase the original question for actionable pitching advice. | Instruction | how_to_steps | fantasy reviewer pitching directories | 3x of 3 | |
book blogger outreach timeline for book launch RELATED | Google ↗ AI Mode ↗ | The user wants to know when to start contacting bloggers relative to their publication date. | Reason | checklist | arc outreach and timelines | 2x of 3 | |
best timing to send arc to book bloggers before launch RELATED | Google ↗ AI Mode ↗ | Determine the ideal advance review copy delivery window for a new book release. | Comparison | web_article | arc outreach and timelines | 1x of 3 | |
best epic fantasy book blogs accepting review requests ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user is looking for specific blog names or directories that currently accept fantasy review requests. | Comparison | review_roundup | fantasy reviewer pitching directories | 1x of 3 | |
book blogger outreach checklist for indie authors IMPLICIT | Google ↗ AI Mode ↗ | Access a structured list of tasks and requirements needed before starting a blogger outreach campaign. | Instruction | checklist | arc outreach and timelines | 1x of 3 | |
fantasy book reviewer database list IMPLICIT | Google ↗ AI Mode ↗ | The user is looking for directories or lists of active epic fantasy book bloggers. | Other / navigational | buyers_guide | fantasy reviewer pitching directories | 1x of 3 | |
netgalley vs direct email outreach for book reviews COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare the effectiveness of platform-based review distribution versus direct pitching. | Comparison | comparison_table | arc outreach and timelines | 1x of 3 | |
book tour vs virtual blog tour cost effectiveness COMPARATIVE | Google ↗ AI Mode ↗ | Compare the return on investment of traditional book tours versus online-only blog tours for a fantasy launch. | Comparison | comparison_table | arc outreach and timelines | 1x of 3 | |
arc review vs tour vs direct pitch book launch COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare different promotional methods to see which yields better reviews for a fantasy launch. | Comparison | comparison_table | arc outreach and timelines | 1x of 3 | |
how to write a compelling book review request email IMPLICIT | Google ↗ AI Mode ↗ | The user needs email templates and messaging best practices to successfully convince bloggers to open and read their pitch. | Instruction | web_article | arc outreach and timelines | 1x of 3 | |
top epic fantasy book bloggers and bookstagrammers directory ENTITY EXPANSION | Google ↗ AI Mode ↗ | Discover specific influencer platforms and high-profile bloggers who specialize in reviewing epic fantasy. | Other / navigational | review_roundup | fantasy reviewer pitching directories | 1x of 3 | |
bookstagram and booktok fantasy influencers outreach ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to expand their blogger strategy to include platform-specific fantasy influencers on Instagram and TikTok. | Other / navigational | web_article | fantasy reviewer pitching directories | 1x of 3 | |
epic fantasy author marketing strategy indie published PERSONALIZED | Google ↗ AI Mode ↗ | The user wants strategy tailored to the specific publishing context of an indie epic fantasy series launch. | Other / navigational | case_study | fantasy reviewer pitching directories | 1x of 3 | |
fantasy book marketing strategy for debut series author PERSONALIZED | Google ↗ AI Mode ↗ | Find tailored promotional frameworks specifically suited for launching a new fantasy series. | Instruction | case_study | fantasy reviewer pitching directories | 1x of 3 | |
indie author looking for fantasy book reviewers for a Q3 release PERSONALIZED | Google ↗ AI Mode ↗ | The user is an independent author seeking specific reviewer recommendations for a near-term release. | Yes / no | forum/qna | fantasy reviewer pitching directories | 1x of 3 | |
fantasy book reviewer media kit template RELATED | Google ↗ AI Mode ↗ | The user wants to know what assets (press release, graphics, synopsis) should be included when pitching reviewers. | Other / navigational | press_release | fantasy reviewer pitching directories | 1x of 3 | |
epic fantasy book review pitch email template REFORMULATION | Google ↗ AI Mode ↗ | Obtain ready-to-use email templates designed to capture a book blogger's interest. | Other / navigational | web_article | fantasy reviewer pitching directories | 1x of 3 | |
how to format arc request emails that get opened REFORMULATION | Google ↗ AI Mode ↗ | The user wants specific subject lines and email body examples for advance review copy requests. | Instruction | checklist | arc outreach and timelines | 1x of 3 | |
why book bloggers ignore review requests IMPLICIT | Google ↗ AI Mode ↗ | The user wants to avoid common mistakes that cause book bloggers to reject or ignore pitch emails. | Reason | faq_page | arc outreach and timelines | 1x of 3 | |
how to find active fantasy book reviewers accepting arcs RELATED | Google ↗ AI Mode ↗ | Learn methods for sourcing currently active reviewers who accept advance reader copies. | Instruction | how_to_steps | fantasy reviewer pitching directories | 1x of 3 | |
best platforms to distribute digital arcs to reviewers RELATED | Google ↗ AI Mode ↗ | The user wants to find tools like NetGalley or Edelweiss to send review copies securely. | Comparison | review_roundup | arc outreach and timelines | 1x of 3 | |
book review ARCs distribution best practices REFORMULATION | Google ↗ AI Mode ↗ | The user wants technical advice on how to safely and effectively distribute Advanced Review Copies. | Other / navigational | web_article | arc outreach and timelines | 1x of 3 | |
what do book bloggers look for in review requests IMPLICIT | Google ↗ AI Mode ↗ | Understand the expectations and preferences of book bloggers to increase response rates. | Reason | faq_page | arc outreach and timelines | 1x of 3 | |
epic fantasy tropes popular with book reviewers IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know how to position their book's genre elements to appeal directly to fantasy bloggers. | Reason | web_article | fantasy reviewer pitching directories | 1x of 3 | |
fantasy bookstagram influencer campaign strategy ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to extend their review strategy from traditional text-based blogs to Bookstagram and BookTok creators. | Other / navigational | buyers_guide | fantasy reviewer pitching directories | 1x of 3 | |
netgalley vs direct blogger outreach for fantasy launch COMPARATIVE | Google ↗ AI Mode ↗ | Evaluate whether to use professional ARC platforms or conduct direct outreach to independent bloggers. | Comparison | comparison_table | fantasy reviewer pitching directories | 1x of 3 | |
netgalley vs storyorigin for indie fantasy launch COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare ARC platforms to decide where to invest their promotional budget this quarter. | Comparison | comparison_table | fantasy reviewer pitching directories | 1x of 3 | |
paid book review services worth it vs free bloggers COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to evaluate if paying for professional review services yields better results than pitching free bloggers. | Comparison | comparison_table | arc outreach and timelines | 1x of 3 | |
fantasy book subgenres epic grimdark high fantasy blogs ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify specialized micro-niches within fantasy and the specific blogs catering to them. | Other / navigational | glossary/definition | fantasy reviewer pitching directories | 1x of 3 | |
book tour organizers for fantasy authors ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user is looking for professional companies that organize blogger review tours. | Other / navigational | web_article | fantasy reviewer pitching directories | 1x of 3 | |
how to track book review submissions and follow ups IMPLICIT | Google ↗ AI Mode ↗ | The user needs a system or tool to manage dozens of blogger pitches and review statuses during a busy quarter. | Consequence | calculator/tool | arc outreach and timelines | 1x of 3 | |
quarterly book marketing plan timeline template REFORMULATION | Google ↗ AI Mode ↗ | Find a quarterly scheduling template for planning book launch promotional milestones. | Instruction | pdf_whitepaper | arc outreach and timelines | 1x of 3 | |
how to run a bookstagram review blitz REFORMULATION | Google ↗ AI Mode ↗ | The user wants instructions on coordinating multiple reviewers to post simultaneously on launch day. | Instruction | how_to_steps | arc outreach and timelines | 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 / 1,459 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 913 / 1,444 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 913 / 1,428 |