Projects/dencaps

DencapsBI API

Enterprise-grade AI analytics platform with natural language querying

Enterprise-grade AI analytics platform that combines modern web technologies with artificial intelligence to provide powerful data insights through natural language queries.

Production Readyvv0.1.0

Technology Stack

Angular 21
Frontend
Rust
Backend Language
Actix-Web
Framework
MongoDB
Database
Redis
Cache
LM Studio
AI Engine
Chart.js
Visualization

Key Features

Natural Language Processing

  • Ask questions in plain English
  • AI interprets intent and generates insights
  • Context-aware responses
  • Support for complex queries

Structured AI Responses

  • Charts (bar, line, pie, doughnut)
  • Mathematical equations (LaTeX)
  • Data tables with formatting
  • Large dataset handling

Real-time analytics

Role-based access

Use Cases

Enterprise knowledge bases

Customer support automation

Legal and compliance document search

Research paper analysis

Interactive product documentation

System Architecture

🌐 API Gateway

FastAPI-based REST API with authentication, rate limiting, and comprehensive access logging

⚙️ Processing Layer

Async worker service for file processing, embedding generation, and vector indexing

💾 Data Layer

PostgreSQL for metadata, Qdrant for vectors, MinIO for files, Redis for queue

Ready to Get Started?

Deploy your own RAG platform or learn more about integration