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Full-StackBackendDeploymentFeatured

FormBridge - Document Processing & Automation Platform

AI-powered document processing platform with Azure AI Document Intelligence, FastAPI backend, Next.js frontend. Automated OCR, data extraction, human-in-the-loop review, searchable archive, and comprehensive audit trails.

Next.js 16 + React 19
Frontend
FastAPI + Python 3.12
Backend
Azure Services
Cloud
Azure Document Intelligence
AI Integration
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Full-stack document automation platform with Azure AI services

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Full-stack document processing platform with Azure AI integration, human-in-the-loop review, and comprehensive audit trails for enterprise document automation.

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Next.js 16React 19FastAPIPython 3.12Azure AI Document IntelligenceAzure Cosmos DBAzure StorageAzure AI SearchDockerTypeScriptJWT Authentication
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Next.jsFastAPIAzure AI Document IntelligenceAzure Cosmos DBAzure StorageAzure AI SearchDockerTypeScriptPythonJWT AuthenticationOCR
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FormBridge is an AI-powered document processing and automation platform designed to ingest documents, extract information, store processed data, and provide search/review capabilities.

Project Overview FormBridge enables organizations to automate document workflows by:

  • ▸Ingesting invoices, receipts, contracts, and other documents
  • ▸Extracting structured data using AI-powered OCR
  • ▸Providing human-in-the-loop review for low-confidence results
  • ▸Maintaining searchable document archives
  • ▸Offering comprehensive audit trails

Core Features

ModuleFunctionality
Document UploadSAS-based direct-to-blob storage
OCR & ExtractionAzure AI Document Intelligence integration
Review WorkflowHuman-in-the-loop for low-confidence results
Search & ArchiveAzure AI Search with metadata filtering
Document ReprocessingTrigger reprocessing for improved accuracy
Audit TrailComprehensive compliance features

Technology Stack Frontend

  • ▸Framework: Next.js 16.2.12
  • ▸UI Library: React 19.2.4
  • ▸Styling: Tailwind CSS 4
  • ▸Language: TypeScript 5
  • ▸Deployment: Vercel

Backend

  • ▸Framework: FastAPI 0.109.0
  • ▸Language: Python 3.12
  • ▸ASGI Server: Uvicorn 0.27.0
  • ▸Production Server: Gunicorn 21.2.0
  • ▸Authentication: JWT (python-jose) + bcrypt 3.2.2
  • ▸Testing: pytest 7.4.4
  • ▸Deployment: Docker container on Azure App Service

Azure Cloud Services

  • ▸Azure App Service: Hosts Dockerized FastAPI backend
  • ▸Azure Cosmos DB: Stores application data
  • ▸Azure Storage Account: Stores uploaded documents
  • ▸Azure AI Document Intelligence: AI-based document analysis
  • ▸Azure AI Search: Document indexing and search
  • ▸Azure Service Bus: Asynchronous messaging
  • ▸Azure Communication Services: Email delivery for password reset
  • ▸Application Insights: Monitoring, telemetry, and diagnostics
  • ▸Managed Identities: Azure identity-based access between services

Security Features

  • ▸JWT-based authentication with bcrypt password hashing
  • ▸Password reset functionality via Azure Communication Services email
  • ▸Error tracking with Honeybadger integration
  • ▸No secrets committed to source control
  • ▸Azure managed identities for service-to-service authentication
  • ▸HTTPS communication between frontend and backend