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Combine common axes
These books are ranked using the plot structure labels extracted for Ink and Bone.
Plot structure labels used: training competition, school trials, secret agenda, dark reveal, slow build, fast-paced ending, twists, set-up for sequel, multiple agendas
Focused on “bleak 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 satirical eco-thriller about activists uncovering a billionaire conspiracy as the planet nears collapse.
Why this is here
Plot structure labels: mystery reveal · linear narrative · slow build · late escalation · ensemble chase · secret plan reveal · bleak ending · meandering middle
Semantic match: ranked by plot structure
Distance: 0.1687
Twin siblings train for elite sky combat in a war-torn world of floating islands, secrets, and elemental power.
Why this is here
Plot structure labels: slow burn · academy training · battle opening · dual-track training · mystery reveal · conspiracy buildup · cliffhanger ending · late escalation · series setup · twist ending · war build-up
Semantic match: ranked by plot structure
Distance: 0.1453
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: 0.1499
A street-smart thief in a war-torn Indian slum is forced into an alien host partnership and a dangerous mission.
Why this is here
Plot structure labels: slow start · fast-paced action · training arc · mystery reveal · midbook twist · hidden objectives · multiple POV · cliffhanger ending · setup for sequel · gradual worldbuilding
Semantic match: ranked by plot structure
Distance: 0.1510
A poor teen enters a deadly elite training program for a cure, only to uncover the society’s hidden cruelty.
Why this is here
Plot structure labels: training and testing · slow reveal · cliffhanger ending · series setup · hidden truth · gradual unraveling · fast paced
Semantic match: ranked by plot structure
Distance: 0.1570
A privileged teen hides storm-linked powers while surviving brutal academy trials and a forbidden attraction in flooded future Manhattan.
Why this is here
Plot structure labels: academy initiation · trial-based structure · cliffhanger ending · secrets and reveals · slow-burn escalation · setup for sequel · progressive world reveal · training arc · survival contest
Semantic match: ranked by plot structure
Distance: 0.1575
In a near-future Britain, a scientist is dragged into a government secret after Earth’s rotation stops and chaos spreads.
Why this is here
Plot structure labels: slow build · mystery reveal · race against time · thriller chase · quest narrative · flashbacks · open ending · sequel setup · late twist · clue-driven
Semantic match: ranked by plot structure
Distance: 0.1576
A defiant teen trains to become a starfighter pilot while uncovering dangerous truths about her father and a mysterious ship.
Why this is here
Plot structure labels: slow build · mystery reveal · training arc · battle scenes · cliffhanger ending · foreshadowed twists · layered reveals · series setup
Semantic match: ranked by plot structure
Distance: 0.1582
A street-smart teen joins a dangerous space exchange program aboard a living alien ship that may be hiding dark secrets.
Why this is here
Plot structure labels: slow burn · training plot · setup-heavy · mystery reveal · cliffhanger · sequel hook · gradual escalation · part-based structure
Semantic match: ranked by plot structure
Distance: 0.1592
A suicidal teen in a ruined future is offered an apprenticeship that could help save humanity—or force her to kill to survive.
Why this is here
Plot structure labels: slow start · gradual reveal · mystery-driven · twists and turns · training arc · cliffhanger ending · unfinished ending · open ending · builds scope · multiple reveals
Semantic match: ranked by plot structure
Distance: 0.1596
A fugitive teen discovers latent powers and is recruited into a brutal training program for a hidden war.
Why this is here
Plot structure labels: training arc · competitive trials · cliffhanger ending · foreshadowing · mystery reveal · escalating action · mission gone wrong · fast-moving plot · withheld backstory · batch introductions
Semantic match: ranked by plot structure
Distance: 0.1616
A traumatized plane-crash survivor begins seeing visions and uncovers a supernatural mystery tied to two boys and her own identity.
Why this is here
Plot structure labels: slow build · mystery box · gradual reveals · plot twists · betrayal reveal · cliffhanger ending · setup-heavy · withheld backstory · on-the-run plot · red herrings · chapter reveals
Semantic match: ranked by plot structure
Distance: 0.1618
