Cadenza — AI Grant Writing Platform

AI / Grant Writing

Cadenza revolutionizes grant writing for nonprofits through sophisticated AI automation. We architected the complete backend infrastructure that transforms weeks of manual grant writing into intelligent, automated processes completed in hours. Key innovation: a self-learning API system with Preventative Instructions (PIs) that autonomously prevents errors — achieving 75% failure reduction without human intervention.

Project Screenshots

Professional Grant Report Output

Interactive Report Builder

Impact Visualization Dashboard

AI Assistant Interface

Automated Analytics

Demo Video

Impact & Results

80% reduction in report creation time

75% reduction in API failure rates through self-learning

Multi-stage retrieval achieving 95% relevance accuracy

Technical Architecture

Docker/Flask/SocketIO/Celery architecture Custom LLM integration with RAG Pinecone vector database for semantic search Self-learning error prevention system Real-time collaboration via WebSockets

Challenges & Solutions

Challenge 1

Building multi-tenant architecture for 500+ concurrent organizations

Solution 1

Custom RAG with Pinecone and LLM-generated metadata

Challenge 2

Creating intelligent RAG system with dynamic metadata matching

Solution 2

Preventative Instruction (PI) system for autonomous error prevention

Challenge 3

Designing self-healing API integration that learns from failures

Solution 3

Distributed processing with Celery for concurrent report generation

Challenge 4

Processing heterogeneous data from dozens of sources simultaneously

Solution 4

Dynamic chunking algorithm optimized for grant documents

Technology Stack

Python Flask SocketIO Celery Pinecone Custom RAG Docker