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Combine common axes
These books are ranked using the plot structure labels extracted for Smoke and Iron.
Plot structure labels used: series continuation, immediate sequel, cliffhanger follow-up, multiple POV, splintered group, parallel missions, escalating stakes, penultimate buildup, open ending
Focused on “open ending” 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 rage-fueled survivor pushes deeper into a collapsing world of infected, seeking rescue, revenge, and a fragile safe haven.
Why this is here
Plot structure labels: continuing series arc · middle-book installment · cliffhanger ending · episodic continuation · immediate sequel pickup · ongoing conflict · rising stakes · open ending
Semantic match: ranked by plot structure
Distance: 0.0823
Dragons return to Earth as one boy races to stop a dark force that could cost a beloved life.
Why this is here
Plot structure labels: series continuation · cliffhanger ending · multiple plot lines · interwoven POVs · escalating stakes · reveal-driven · complicated subplot web · late-stage intensification · open ending
Semantic match: ranked by plot structure
Distance: 0.0878
In a zombie-ravaged world, survivors in a bunker must scavenge for supplies while danger, secrets, and romance mount.
Why this is here
Plot structure labels: sequel continuation · direct pickup · cliffhanger ending · episodic crises · supply run plot · series dependency · fast paced · non-standalone · repeated escalation · open ending
Semantic match: ranked by plot structure
Distance: 0.0880
A pariah caught between rival inquisitors and hidden factions must uncover a world-shaking secret in Queen Mab.
Why this is here
Plot structure labels: sequel · continuation · cliffhanger ending · reveal-driven · mystery build · escalating stakes · parallel plot threads · open ending
Semantic match: ranked by plot structure
Distance: 0.0947
A solar flare cripples modern life in a Texas town, forcing one mother, her old love, and their neighbors to survive.
Why this is here
Plot structure labels: series cliffhanger · continuing storyline · open ending · high-stakes escalation · multi-perspective · twists and turns · first installment setup
Semantic match: ranked by plot structure
Distance: 0.0995
A time-traveling student races to uncover family secrets and stop a power-hungry enemy before history is remade.
Why this is here
Plot structure labels: direct continuation · cliffhanger continuation · race against time · quest structure · training sequence · revelation driven · twist heavy · fast paced · open ending · rushed ending · unfinished feeling · series wrapup · backstory withholding
Semantic match: ranked by plot structure
Distance: 0.0996
After an alien invasion, two teens on opposite sides of the war uncover unsettling truths about what the Nahx did to humanity.
Why this is here
Plot structure labels: sequel · multi-POV · alternating POVs · expanded perspective · cliffhanger ending · open ending · series continuation · slow burn build · action-heavy late
Semantic match: ranked by plot structure
Distance: 0.0998
A boy with unstable powers must stop a revenge-driven villain from destroying realities before the universe collapses.
Why this is here
Plot structure labels: series installment · cliffhanger ending · rising stakes · quest structure · multiple reveals · open ending
Semantic match: ranked by plot structure
Distance: 0.1027
Three months after an EMP, Fall Creek faces new threats as survival, loyalty, trauma, and revenge collide.
Why this is here
Plot structure labels: series continuation · penultimate setup · cliffhanger ending · multiple plotlines · parallel missions · build-up novel · action-heavy · interlude to finale
Semantic match: ranked by plot structure
Distance: 0.0763
The Electroclan races through Peru to rescue captured allies, stop a deadly scheme, and survive a betrayal.
Why this is here
Plot structure labels: series continuation · direct sequel · pick up shortly after · multiple missions · parallel plots · perspective switches · chapter cliffhangers · late reveal · twist-driven · ongoing cliffhanger
Semantic match: ranked by plot structure
Distance: 0.0769
A survival faction must cross the Panama Canal into deadly wastes as famine, storms, and betrayal threaten humanity’s future.
Why this is here
Plot structure labels: series continuation · recap opening · prologue opening · multiple storylines · parallel action · high-stakes mission · cliffhanger ending · setup for next installment · episodic escalation
Semantic match: ranked by plot structure
Distance: 0.0841
Joe Bishop and Skippy race to stop an alien-engineered catastrophe while juggling alliances, battles, and fallout across the galaxy.
Why this is here
Plot structure labels: series continuation · sequel · multi-threaded · ensemble plot · multiple perspectives · mission-driven · escalating stakes · cliffhanger ending · setup volume · wraps and teases
Semantic match: ranked by plot structure
Distance: 0.0848
