How do algorithms on Goodreads and TikTok help readers find hidden gems in the fantasy genre today?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do algorithms on Goodreads and TikTok help readers find hidden gems in the fantasy genre today?
3 real searches · 1 real-search pass
Goodreads recommendations algorithm how recommendations work shelves ratings similar books official Goodreads 2025Google ↗
OBSERVEDReason
TikTok recommendation system For You feed signals watch time interactions video information official 2025Google ↗
OBSERVEDReason
BookTok fantasy hidden gems discovery algorithm indie authors reader discovery 2025Google ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Goodreads recommendations algorithm how recommendations work shelves ratings similar books official Goodreads 2025 Google ↗
TikTok recommendation system For You feed signals watch time interactions video information official 2025 Google ↗
BookTok fantasy hidden gems discovery algorithm indie authors reader discovery 2025 Google ↗
- support.tiktok.com · support.tiktok.com
- support.tiktok.com · support.tiktok.com
- Announcing Goodreads Personalized Recommendations · goodreads.com
- About Goodreads · goodreads.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Goodreads recommendations algorithm how recommendations work shelves ratings similar books official Goodreads 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
TikTok recommendation system For You feed signals watch time interactions video information official 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
BookTok fantasy hidden gems discovery algorithm indie authors reader discovery 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |