v0.1.4 - #1 in RAG Benchmarks

Semantic Document Processing Redefined

Transform documents into intelligent, queryable knowledge bases with AI-powered semantic chunking and memory management.

4.6/5.0
RAG Score
81%
Perfect Scores
#1
Ranking
Document Processing
PDF Input
Markdown
Semantic Chunks

Why Choose Kallia?

Advanced semantic processing that understands your documents like never before

Semantic Understanding

Advanced AI-powered analysis that understands document structure, context, and meaning for superior content extraction.

Intelligent Chunking

Creates meaningful segments that preserve context, generate summaries, and optimize for retrieval and comprehension.

Memory Management

Sophisticated memory system that maintains conversation context and builds understanding across interactions.

API-First Design

RESTful endpoints with type safety, comprehensive error handling, and production-ready scalability.

Interactive Playground

Chainlit-powered chat interface for real-time document Q&A with memory integration and source citations.

Docker Ready

Containerized deployment for both core API and playground with multi-service orchestration support.

Performance Benchmarks

Extensively tested against popular document processing libraries

RAG Evaluation Results

100 test questions across various document types

4.6
Kallia
4.3
LlamaIndex
4.1
PyMuPDF
4.0
Unstructured
Kallia 4.6/5.0
LlamaIndex 4.3/5.0
PyMuPDF 4.1/5.0
Unstructured 4.0/5.0
🥇

Kallia

Mean Score: 4.6/5.0 Perfect Scores: 81%
🥈

LlamaIndex

Mean Score: 4.3/5.0 Perfect Scores: 71%
🥉

PyMuPDF

Mean Score: 4.1/5.0 Perfect Scores: 65%

Quick Start

Get up and running with Kallia in minutes

Terminal
pip install kallia
Docker Compose
cd kallia/core
docker-compose up -d
Python
from kallia_core.documents import Documents

# Convert document to markdown
markdown_content = Documents.to_markdown(
    source="document.pdf",
    page_number=1,
    temperature=0.7,
    max_tokens=4000
)

Ready to Transform Your Documents?

Join developers who are building the next generation of intelligent document processing applications.