On‑device, knowledge‑graph‑based AI system
Handling data more securely, accurately & intelligently
Brain‑Trace is an on‑device AI solution that automatically analyzes documents—PDFs, audio, text, etc.—to build a knowledge graph and provides contextual question answering.
It processes everything locally, without external data transfer, and delivers source‑based answers for reliability and transparency.
| Method | Precision (P) | Recall (R) | F1 Score |
|---|---|---|---|
| Community‑GraphRAG (Local) | 67.2 | 64.89 | 64.6 |
| RAG | 66.34 | 63.99 | 63.88 |
🏆 Community‑GraphRAG (Local) achieves the best performance in multi‑hop question answering, demonstrating accurate multi‑hop reasoning.
Source: arXiv:2502.11371
| Component | Technology |
|---|---|
| Languages | Python, JavaScript |
| Frameworks | FastAPI, React, Electron |
| Databases | Neo4j, Qdrant, SQLite |
| AI Models | KoE5, LLaMA, Whisper |
| Tools | VS Code |
On‑device, knowledge‑graph‑based AI system
Handling data more securely, accurately & intelligently
Brain‑Trace is an on‑device AI solution that automatically analyzes documents—PDFs, audio, text, etc.—to build a knowledge graph and provides contextual question answering.
It processes everything locally, without external data transfer, and delivers source‑based answers for reliability and transparency.
| Method | Precision (P) | Recall (R) | F1 Score |
|---|---|---|---|
| Community‑GraphRAG (Local) | 67.2 | 64.89 | 64.6 |
| RAG | 66.34 | 63.99 | 63.88 |
🏆 Community‑GraphRAG (Local) achieves the best performance in multi‑hop question answering, demonstrating accurate multi‑hop reasoning.
Source: arXiv:2502.11371
| Component | Technology |
|---|---|
| Languages | Python, JavaScript |
| Frameworks | FastAPI, React, Electron |
| Databases | Neo4j, Qdrant, SQLite |
| AI Models | KoE5, LLaMA, Whisper |
| Tools | VS Code |