MoDora

Multimodal Document Analysis Assistant

Parse text, tables, and figures into a structured knowledge tree, then retrieve grounded evidence for accurate answers.

Multimodal ParsingTree RetrievalGrounded Citations

See MoDora in Action

From raw documents to grounded answers. MoDora parses, structures, and reasons over your data.

1
Upload
2
Parse
3
Tree Build
4
Retrieval
5
Answer

Why MoDora for Document QA?

NotebookLM

Imprecise document grounding

Limited layout awareness

No document editing

MoDora

Structured document tree

Multimodal reasoning

Precise PDF grounding

Editable document structure

OpenClaw

Manual document referencing

Tool call errors

Not specialized for document QA

Key Features

Built for depth and accuracy. MoDora goes beyond simple text matching.

Multimodal Understanding

Seamlessly processes text, tables, and figures from complex documents (PDFs, Papers, Reports).

Tree-Structured Reasoning

Organizes document content into a hierarchical tree to preserve context and structural relationships.

Grounded Citation

Every answer is backed by precise citations pointing to the specific source node in the document tree.

Knowledge Base Integration

Build a comprehensive knowledge base from your document collection for cross-document reasoning.

How It Works

The MoDora Pipeline

Upload Document

User uploads a PDF or document file.

Parse Components

System identifies text blocks, tables, and images.

Build Document Tree

Components are organized into a hierarchical structure.

Tree-Based Retrieval

Relevant nodes are retrieved based on query and structure.

Grounded Generation

LLM generates an answer with citations from retrieved nodes.

Component-Correlation Tree

Unlike traditional RAG that chunks text blindly, MoDora parses documents into a structured tree.

  • 1
    Hierarchical Organization: Sections, subsections, and paragraphs are nodes in a tree.
  • 2
    Multimodal Nodes: Images and tables are treated as first-class citizens, linked to their context.
  • 3
    Contextual Retrieval: Retrieving a node can automatically pull in parent context or child details.
TREE VIEW
Document Root
Section 1
Section 2
Text
Chart
Table
Image