The Structural Literature Engine

Turn an entire novel into a queryable JSON matrix.

LLMs hallucinate. We don't. The LuminAIT Pipeline translates tens of thousands of words into deterministic, heavily-governed structural datasets.

Explore the API Data View Integrations

// Query: Get validated quotes for "Class Masquerade" in Chapter 1
GET /api/v1/kernels/the-outsiders/themes/class-masquerade/evidence

{
  "data": [
    {
      "device_name": "Juxtaposition",
      "structural_alignment": "Introduced",
      "quote_verified": true,
        // QVR Score: 1.0 (Passed Precision Gate)
      "chapter": 1,
      "validated_text": "I'm not sure how you spell it, but it's the abbreviation for the Socials, the jet set, the West-side rich kids..."
    }
  ]
}
        

Literature Kernels Compiled

1.2M+

Words Authenticated

1.0

Quote Verification Rate (QVR)

Build on proven infrastructure.

Don't feed raw text to an LLM. Stream pre-calculated structural matrices into your platform to build deterministic applications.

EdTech Learning Scaffolds

Automate curriculum generation. Feed LuminAIT themes into an instructional layer to instantly generate Dual-Surface Teacher Guides and Student Worksheets.

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Narrative Game Design SDK

Drive parametric world-building. Pipe structural plot data and physical object anchors directly into Unity environments to design literary adaptation scenarios.

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