Find similar books by
Combine common axes
These books are ranked using the plot structure labels extracted for Catching Fire.
Plot structure labels used: slow build, midpoint twist, second act escalation, cliffhanger ending, high-stakes sequel, repetition with variation, tour then arena, hidden revelations, withheld information, parallel games, setup-heavy, fast final act, revelation-driven, series bridge
Focused on “withheld information” 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.
A sheltered teen genius in foster care joins a secret hacker squad, but the offer may be another trap.
Why this is here
Plot structure labels: sequel · continuation · slow build · twist-driven · cliffhanger ending · open ending · reveal-driven · withheld information · protective-custody setup · double-cross
Semantic match: ranked by plot structure
Distance: 0.1216
A mining company chases a colossal platinum strike deep under Utah, only to uncover an ancient underground menace.
Why this is here
Plot structure labels: slow build · extended setup · delayed action · slow reveal · mystery tease · ensemble perspectives · escalation · midbook turn · survival chase · nonstop finale · open ending · sequel hook
Semantic match: ranked by plot structure
Distance: 0.0940
A future-stage actress is drawn into a noirish web of espionage, magic, and cosmic horror among two dangerous men.
Why this is here
Plot structure labels: slow build · late reveal · abrupt turn · open ending · episodic · dialogue-driven · off-stage action · puzzle box · withheld information · loose ends · genre shift · cliffhanger feel
Semantic match: ranked by plot structure
Distance: 0.1268
Stranded crew race to secure food and repairs on Haven while enemies, rebels, and shifting loyalties threaten their return.
Why this is here
Plot structure labels: sequel continuation · direct continuation · setup installment · episodic arc · open ending · partial resolution · slow build · late action spike · withheld information · foreshadowing · cliffhanger feel · series bridge
Semantic match: ranked by plot structure
Distance: 0.1310
A scientist is exiled to the dinosaur past after a murder frame-up, while his daughter races across time to clear him.
Why this is here
Plot structure labels: dual timeline · alternating POVs · multiple timelines · short chapters · cliffhangers · twist driven · slow build · midpoint reveal · late reveal · survival intercut · withheld information · multiple universes · ending twist
Semantic match: ranked by plot structure
Distance: 0.1314
A time-bending YA fantasy sequel sends two allies into the past where war, secrets, and love collide.
Why this is here
Plot structure labels: sequel setup · open ending · cliffhanger ending · rising tension · slow start · action-driven · plot twist heavy · back half escalation · revelation-based · time-loop logic · parallel timelines · multiple time periods
Semantic match: ranked by plot structure
Distance: 0.1169
A battered loyalist Legion races through warp-torn warzones toward Terra, while traitor forces try to stop them.
Why this is here
Plot structure labels: time skip · sequel structure · multi-POV · slow build · late acceleration · twist reveal · final-act payoff · forward-moving series bridge · parallel faction threads
Semantic match: ranked by plot structure
Distance: 0.1175
![Cover of 進撃の巨人 18 [Shingeki no Kyojin 18] by Hajime Isayama](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1448650498i/18363258.jpg)
A hard-won campaign to retake the walls triggers strategy, revelations, and a brutal showdown on the brink of war.
Why this is here
Plot structure labels: slow build · strategy heavy · action buildup · cliffhanger ending · revelation driven · backstory reveal · battle setup · pre-battle calm · final chapter spike · serial suspense
Semantic match: ranked by plot structure
Distance: 0.1197
On a new colony world, a teen xenobiologist fights to save her sister when an alien infestation erupts and family secrets surface.
Why this is here
Plot structure labels: slow build · late monster reveal · rapid escalation · chase narrative · survival arc · twist reveal · open ending · cliffhanger · compressed timeframe · action-heavy second half
Semantic match: ranked by plot structure
Distance: 0.1198
A Navy-led deep-sea science team investigates a mysterious shipwreck and a strange sphere that warps reality.
Why this is here
Plot structure labels: mystery unraveling · slow build · twist-driven · cliffhangers · revelation cascade · escalating tension · midpoint shift · ambiguous ending · open ending · survival escalation
Semantic match: ranked by plot structure
Distance: 0.1218
A teen in a 1998 small town starts uncovering eerie glitches that reveal her whole life may be a televised lie.
Why this is here
Plot structure labels: slow buildup · big twist · midpoint reveal · chase sequence · fast paced · open ending · abrupt ending · sequel hook · unanswered questions · part one
Semantic match: ranked by plot structure
Distance: 0.1221
A dead-or-not teenager is forced into a brutal alien-hunting game run by a mysterious black sphere.
Why this is here
Plot structure labels: slow build · mystery-driven · episodic missions · repeated battles · long action sequences · withheld explanations · slow reveal · cliffhanger ending · arc-based · twist opening
Semantic match: ranked by plot structure
Distance: 0.1225
