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These books are ranked using the plot structure labels extracted for The Book of Ivy.
Plot structure labels used: slow burn, cliffhanger ending, twist ending, suspense-driven, question-based tension, gradual reveal, low action, character-focused, political buildup, last-act reversal
Focused on “investigation-driven” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their plot structure embeddings are close.
An ex-cop PI inherits a Providence bookstore and is pulled into a bizarre, reality-bending mystery tied to Lovecraftian mythos.
Why this is here
Plot structure labels: slow burn · mystery buildup · investigation-driven · twist ending · cliffhanger ending · series setup · gradual escalation · reveal-heavy
Semantic match: ranked by plot structure
Distance: 0.1051
A teen aspiring scientist on a stranded alien colony uncovers buried truths about her world, her family, and peace on Faloiv.
Why this is here
Plot structure labels: slow burn · slow build · gradual reveal · mystery-driven · cliffhanger ending · action-heavy ending · twists and turns · late escalation
Semantic match: ranked by plot structure
Distance: 0.0778
A sheltered teen in an isolated cult community begins questioning her prophet-like leader after an outsider shakes her beliefs.
Why this is here
Plot structure labels: slow burn · gradual reveal · tension build · twist ending · final-act action · mystery withholding · character driven
Semantic match: ranked by plot structure
Distance: 0.0793
A new ruler confronts political chaos, hidden truths, and a relationship under strain in a dark dystopian sequel.
Why this is here
Plot structure labels: slow burn · setup-heavy · cliffhanger ending · revelation-driven · last-act twist · political buildup · midstory drift · open ending
Semantic match: ranked by plot structure
Distance: 0.0862
A corporate bounty hunter and an augmented new partner investigate a bombing that uncovers a deeper revolt on Titan.
Why this is here
Plot structure labels: slow burn · fast-paced · action-heavy · twists · flashbacks · backstory reveals · investigation-driven · mystery reveal · cliffhanger ending · ambiguous ending · unexpected ending
Semantic match: ranked by plot structure
Distance: 0.1244
A quarantined Iowa town unravels as one stoned, angry resident starts probing a deadly conspiracy.
Why this is here
Plot structure labels: slow burn · twist-driven · page-turner · gradual reveal · increasing suspense · late acceleration · open ending · cliffhanger feel · withheld information · multiple threads
Semantic match: ranked by plot structure
Distance: 0.0962
Five friends chasing a lost Incan city in Peru find themselves trapped in a deadly mystery.
Why this is here
Plot structure labels: slow burn · dynamic escalation · action-heavy ending · unresolved mystery · open questions · unpredictable turns · twist ending
Semantic match: ranked by plot structure
Distance: 0.0971
A bookish teen in a mountain town wakes changed, craving blood, and must uncover what’s happening before it consumes her.
Why this is here
Plot structure labels: slow burn · mystery-driven · gradual reveal · multi-POV · cliffhanger ending · series setup · unanswered questions · late explanation · pacing uneven · character-driven
Semantic match: ranked by plot structure
Distance: 0.1000
A climate refugee on Mars enters a fake political marriage, only to uncover dangerous secrets and a society built on exclusion.
Why this is here
Plot structure labels: slow burn · slow reveal · political intrigue · mystery element · foreshadowing · plot twists · multiple subplots · twist-driven · revelatory ending · episodic digressions
Semantic match: ranked by plot structure
Distance: 0.1045
![Cover of 進撃の巨人 15 [Shingeki no Kyojin 15] by Hajime Isayama](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1415863995i/18363232.jpg)
A coup, hidden bloodline, and buried memories turn the fight inside the walls into a shocking power struggle.
Why this is here
Plot structure labels: reveal-driven · cliffhanger ending · twist ending · slow-burn buildup · political arc · interrogation reveal · memory reveal · end-of-volume shock · unresolved ending
Semantic match: ranked by plot structure
Distance: 0.1052
A reluctant community-college coder discovers magic, channels it through AI, and gets blamed when monsters and deaths follow.
Why this is here
Plot structure labels: slow burn · high-stakes ending · plot twists · cliffhanger ending · open ending · late reveal · mystery escalation · building tension
Semantic match: ranked by plot structure
Distance: 0.1063
In 2050 Los Angeles, a teen gamer-hacker uncovers a virtual drug conspiracy that can hijack implanted brains.
Why this is here
Plot structure labels: slow burn · delayed payoff · action buildup · twisty plot · mystery reveal · staged escalation · cliffhanger ending · open ending · short-timeline thriller
Semantic match: ranked by plot structure
Distance: 0.1067
