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Combine common axes
These books are ranked using the plot structure labels extracted for Influx.
Plot structure labels used: slow start, dense opening, tech exposition, midbook reveal, prison captivity, escape attempt, revenge arc, action escalation, heist elements, cat and mouse, third-act combat, epilogue
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 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: 0.1532
A prison cleaner on a dying Earth nurses a near-catatonic alien inmate back to life, drawing them both into danger.
Why this is here
Plot structure labels: slow burn · gradual bond · rescue arc · escape plot · danger escalation · cat-and-mouse threat · abrupt ending · open ending
Semantic match: ranked by plot structure
Distance: 0.1557
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: 0.1561
A hidden teen with mind powers is forced into the open when new classmates uncover her Atlantean heritage.
Why this is here
Plot structure labels: slow start · action buildup · training sequence · revelation-driven · mystery reveal · final showdown · rushed climax · open ending · sequel setup · backstory heavy · dialogue-led exposition · withheld worldbuilding
Semantic match: ranked by plot structure
Distance: 0.1591
After a bird-borne disaster, a teen wakes healed and changed, then uncovers a secret tied to her body and feelings.
Why this is here
Plot structure labels: slow burn · action opening · long middle lull · action climax · cliffhanger ending · open ending · three-act structure · mystery reveal · withheld information · backstory reveal · pacing issues · time jump
Semantic match: ranked by plot structure
Distance: 0.1600
A devastated father joins survivors to confront invisible alien abductors and risk everything to bring his family back.
Why this is here
Plot structure labels: slow build · escalating disappearances · first-half setup · second-half action · genre shift · mystery reveal · open ending · unresolved ending · quest structure · survival-to-assault arc
Semantic match: ranked by plot structure
Distance: 0.1631
A DHS paranormal investigator hunts a secret-made giant monster before it reaches Boston and triggers a military catastrophe.
Why this is here
Plot structure labels: slow build · escalation · cat-and-mouse chase · reveal-driven · multiple viewpoints · chapter switches · action ramp-up · hunt structure · withheld backstory · series setup · origin story
Semantic match: ranked by plot structure
Distance: 0.1405
In a tech-banned future Paris, a disguised rescuer and her betrothed hide secrets in a dangerous revolutionary game.
Why this is here
Plot structure labels: slow build · mid-book pickup · twists and reveals · multiple POVs · alternating POV · third-person · dual life reveals · cat-and-mouse chase · high-stakes mission · dense setup · long climax
Semantic match: ranked by plot structure
Distance: 0.1463
In a sun-scorched future, a teen at a dome camp uncovers a hidden Atlantis-linked heritage and a dangerous secret.
Why this is here
Plot structure labels: slow start · late reveal · gradual escalation · mystery build · action-driven ending · series setup · exposition-heavy · third-act payoff · twist reveal
Semantic match: ranked by plot structure
Distance: 0.1479
In near-future Washington, an FBI agent is paired with a robot partner to stop a tech-driven conspiracy tearing society apart.
Why this is here
Plot structure labels: slow burn · gradual escalation · conspiracy reveal · investigation-driven · cat-and-mouse · multi-POV · midbook shift · action thriller · cliffhanger ending · setup for sequel · footnoted expository digressions
Semantic match: ranked by plot structure
Distance: 0.1506
A clairvoyant crime-gang operative in dystopian London is captured and forced to survive a secret world of power, control, and escape.
Why this is here
Plot structure labels: slow build · info-dump opening · gradual world clarification · training arc · escape plot · captivity narrative · slow burn romance · cliffhanger · setup installment
Semantic match: ranked by plot structure
Distance: 0.1518
A scientist’s search for a vanished family mystery unleashes a prehistoric shark from a hidden Alaskan sea.
Why this is here
Plot structure labels: prologue · slow burn · delayed action · first half discovery · second half chase · midbook escalation · survival shift · open-ended ending · sequel hook · twist reveal · subplot-heavy
Semantic match: ranked by plot structure
Distance: 0.1528
