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Combine common axes
These books are ranked using the plot structure labels extracted for Cog.
Plot structure labels used: accident-triggered setup, mission-driven, road trip, escape plot, cross-country journey, quick pace, high-stakes chase, revelation-driven, action interludes, learning-through-mistakes
Focused on “series setup” 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 teen biochemist escapes a controlled future to protect her pregnant friend and uncover her origins.
Why this is here
Plot structure labels: escape and pursuit · road journey · quest narrative · cliffhanger ending · series setup · rising danger · constant peril · fast-paced progression · episodic obstacles
Semantic match: ranked by plot structure
Distance: 0.1872
A disgraced race pilot turned courier gets dragged into a galaxy-spanning conspiracy involving mobsters, megacorps, and a mad scientist.
Why this is here
Plot structure labels: fast-paced · road-movie structure · chase narrative · mission-driven · evolving stakes · action-driven · straightforward plot · linear storytelling · revelatory backstory · series setup
Semantic match: ranked by plot structure
Distance: 0.1872
A teenage slave escapes on a sentient starship and races through a brutal galaxy to survive, rebel, and free others.
Why this is here
Plot structure labels: escape mission · rapid flight · action-driven · fast paced · episodic · linear · adventure chain · betrayal arc · quest progression · series setup · open ending
Semantic match: ranked by plot structure
Distance: 0.1934
A magebike courier ferries secret love letters through a magic wasteland, then joins a princess’s escape across danger.
Why this is here
Plot structure labels: fast paced · action-driven · quest structure · chase narrative · road trip structure · epistolary element · interspersed letters · multiple POV · twists and turns · open ending · series setup · late-series tease · exposition heavy · withheld information
Semantic match: ranked by plot structure
Distance: 0.1961
An archaeologist is pulled into a chaotic time-travel chase to undo history-warping thefts before the future unravels.
Why this is here
Plot structure labels: fast-paced · road trip structure · episodic travel · back-and-forth timeline · quest narrative · race to fix history · catastrophe escalation · series setup · standalone arc · cliffhanger feel
Semantic match: ranked by plot structure
Distance: 0.2060
A former special-ops father crosses a collapsing America during a zombie outbreak to reach his wife and daughter.
Why this is here
Plot structure labels: parallel journeys · intercut POV · day-one outbreak · road trip narrative · open-ended ending · series setup · fast-paced action · episodic encounters
Semantic match: ranked by plot structure
Distance: 0.2071
A half-alien fleet officer is hurled 40 years into Earth’s past and must stop the catastrophe she already witnessed.
Why this is here
Plot structure labels: cliffhanger ending · series setup · fast-paced · action-driven · chase plot · mission-driven · high stakes · multiple attempts to kill · middle-of-story ending
Semantic match: ranked by plot structure
Distance: 0.2077
In a quarantined UK overrun by fast-infected dead, siblings race north with other survivors toward a possible safe haven.
Why this is here
Plot structure labels: road trip survival · post-outbreak start · quarantine breakdown · cross-country trek · series setup · cliffhanger ending · episodic survival encounters · action-driven
Semantic match: ranked by plot structure
Distance: 0.2079
An amnesiac teen with a clue written on her hand must flee a controlled future and uncover who she is.
Why this is here
Plot structure labels: opening hook · immediate action · fast paced · quest narrative · escape-and-chase · repeated pursuit · gradual revelation · memory recovery · cliffhanger · series setup
Semantic match: ranked by plot structure
Distance: 0.2080
After killing a king, a runaway laundress is dragged across a brutal kingdom by a masked bounty hunter.
Why this is here
Plot structure labels: immediate inciting action · fast paced · travelogue · road trip structure · episodic encounters · chase narrative · slow burn relationship · backstory drip feed · late reveal · cliffhanger ending · series setup
Semantic match: ranked by plot structure
Distance: 0.2081
A viral apocalypse leaves 3% alive, forcing a hardened survivor and other stragglers to fight for humanity.
Why this is here
Plot structure labels: multiple storylines · fast-paced · action-driven · series setup · open ending · gradual escalation · rebuilding arc · survival mission · rescue arc
Semantic match: ranked by plot structure
Distance: 0.2083
A stranded Earth scout must survive a strange alien world, recover his ship, and navigate hostile cultures to get home.
Why this is here
Plot structure labels: high-action opening · inciting crash landing · quest-driven travel · episodic encounters · fast pace · narrow escapes · repeated confrontations · recovery and escape arc · series continuation
Semantic match: ranked by plot structure
Distance: 0.1787
