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Illustrative – AI pipeline that turns books into graphic novels

Illustrative – AI pipeline that turns books into graphic novels

by adangit·Mar 26, 2026·5 points·0 comments
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AI Analysis

●●●●GemWizardryZero to OneRabbit Hole

Seven-pass enrichment pipeline solves character consistency across 100+ generated pages.

Strengths
  • •7-pass scripting system with beat analysis and adaptation filtering before any image generation
  • •Character reference sheets generated first, then passed as PIL objects to every panel
  • •3-tier model fallback ensures long batch jobs complete even during API outages
Weaknesses
  • •Author admits output quality varies; long-form consistency remains fundamentally hard
  • •Requires public domain texts; copyrighted material licensing is an unresolved gap
Category
AI/ML
Target Audience

AI engineers, digital publishers, creative technologists

Similar To

NotebookLM · ComfyUI workflows

Post Description

I like the idea of taking one thing and turning it into another—very much inspired by NotebookLM and wondered what it might take to generate full graphic novels, with consistent characters, narrative flow, story arc, etc.

Developed a 7-pass scripting enrichment system (beat analysis, adaptation filtering, character deep dives) before generating any images.

Dual backend: Google Gemini for scripting (2M context window) and either Gemini or OpenAI for image generation with 3-tier model fallback (comparing the performance of both).

It's not great. Would love feedback on the pipeline.

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