Incipit: An AI That Plots Your Novel Before Writing a Word

Today's AI writing tools work like a very fast ghostwriter with no memory of your intentions. You type a prompt, and out comes fluent prose. But if you're writing a novel, a screenplay, or a long report, you can't see or change the quiet assumptions the AI made about your characters, your themes, or where the story is heading. Fixing a wrong turn often means starting over from scratch.

Incipit, a research prototype from Qiang Liu and Chunyi Zhao, inserts a planning step in between. Before any scenes get written, the writer works through a five-round conversation about direction. The system draws on 1,455 'literary axioms' — short, reusable observations about human experience and storytelling craft — linked by 472 typed relationships. Those feed a three-level blueprint: the story's premise, its beats and character arcs, and chapter outlines. The writer can read and edit all of it before it becomes context for generating actual scenes.

Two extra modules handle practical chores: one turns real events into fictional material, and another gives five-dimensional feedback on drafts. The important caveat is that the authors ran no controlled study with real writers, and nobody has independently rated the output. They say plainly they cannot claim the system produces better writing. Instead, they've proposed a future pre-registered experiment to test whether the 'axiom' knowledge or the outline structure is doing the real work.

So why care? Because most AI writing today is one-shot: prompt, generate, edit, repeat. Incipit's bet is that the valuable part isn't the prose — it's the plan you can see, argue with, and change. That idea stretches well beyond novels to any long project you hand to AI, from marketing campaigns to business strategy. The tool itself is a prototype nobody can download yet; the mindset is the takeaway.