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AI File Toolkit

Smart File Sorting, Naming, and Cleaning Powered by AI

Real-Time Processing
AI-Powered Metadata
Confidence Scoring
AI File Toolkit interface showing file upload, processing options, and live preview table

Project Overview

The AI File Toolkit is a unified web application where users upload a ZIP of images or documents, watch each file get processed in real time by an LLM, optionally reroll or edit metadata, then download a clean, organized ZIP containing renamed files, AI-generated metadata, organized folder structure, manifest.json, and a self-contained HTML viewer.

Core Innovation

  • • Real-time AI processing with live preview
  • • Confidence scoring and manual override capabilities
  • • Automatic format conversion and optimization
  • • Smart folder organization based on content analysis
  • • Complete package output with viewer and metadata

Technical Highlights

  • • Modular architecture with clear team boundaries
  • • Server-Sent Events for real-time updates
  • • OpenAI GPT-4o with vision for content analysis
  • • Comprehensive metadata extraction and embedding
  • • WCAG AA accessibility compliance

Key Features

Real-Time Processing Preview

Watch files get processed live with thumbnails, metadata, and confidence scores updating in real-time

AI-Powered Metadata Generation

Automatic file renaming, keyword extraction, and description generation using OpenAI GPT-4o with vision

Confidence Scoring & Reroll

Visual confidence indicators with ability to reroll AI suggestions or manually edit any metadata

Format Conversion

Convert all images to a specific format (PNG, JPEG, WebP) during processing with quality optimization

Smart Organization

Automatic folder assignment based on content analysis with deduplication and quality filtering

Complete Package Output

Download organized ZIP with manifest.json, self-contained HTML viewer, and embedded metadata

Processing Pipeline

1

Upload & Configuration

Drag-and-drop ZIP upload with processing options selection and theme preferences

ZIP file validation
Tool selection
Format conversion options
Theme toggle
2

File Enumeration & Extraction

Unzip and analyze file types, generate thumbnails, and prepare for AI processing

File type detection
Thumbnail generation
Metadata extraction
Processing queue
3

AI Processing & Analysis

Send files to OpenAI for content analysis, naming suggestions, and metadata generation

Vision API calls
Content analysis
Keyword extraction
Confidence scoring
4

Real-Time Preview & Editing

Display results with editing capabilities, reroll options, and confidence indicators

Live preview updates
Manual editing
Reroll functionality
Confidence flagging
5

Final Packaging & Download

Generate organized ZIP with manifest, HTML viewer, and processed files

Folder organization
Manifest generation
HTML viewer
ZIP packaging

Technology Stack

Frontend

⚛️Next.js
🔷React
🎨TailwindCSS
🐻Zustand
📁react-dropzone
🎭framer-motion

Backend

Vercel Functions
🟢Node.js
📡SSE Streaming

AI

🧠OpenAI GPT-4o
👁️Vision API
📊Confidence Scoring

Processing

🗜️jszip
🖼️sharp
📋exiftool
📄pdf-lib

Development Philosophy

Clear Module Boundaries

Four independent teams can work simultaneously without communication, using well-defined API contracts and data models.

Real-Time User Experience

Live processing updates with confidence scoring and manual override capabilities ensure user trust and control.

Accessibility First

WCAG AA compliance, keyboard navigation, screen reader support, and theme flexibility built into every component.

Ready to Build the Ultimate File Processing Tool?

The AI File Toolkit represents a perfect blend of AI-powered automation, real-time user experience, and modular architecture. The complete specification includes detailed API contracts, data models, team responsibilities, and accessibility requirements—designed for seamless parallel development.