rag vs Quoly

RAG Bot — Private AI on Your Device Have natural conversations with locally-running large language models. Your chats stay on your device with full conversation history and search. Your Documents, AI-Powered Upload PDFs or DOCX files. RAG Bot generates embeddings so you can chat with your documents using retrieval-augmented generation. Visualize your document embeddings in an interactive 3D atlas. Choose Your Model Browse and download from three AI providers (Cactus, ExecuTorch, llama.rn). Filter by type (LLM or embedding), size, capabilities like vision and tool calling — find the right model for your hardware. Built for Performance Real-time device monitoring shows memory and storage usage so you always know what your device can handle. Optimized for Apple Silicon with multiple inference backends. Key Features 100% offline — no internet required after model download Multiple model providers and quantization options Document RAG with PDF, DOCX support Conversation history with full search Vision and tool-calling capable models Real-time device resource monitoring 3D embedding visualization

Quoly is an iPhone AI workspace for people who use AI every day. In one app, you can switch between leading models, write and translate, generate images, use voice, run deep research, manage knowledge, and access AI through built-in iOS integrations.◆ Multi-Model Smart ChatSupports GPT-5.4, Claude 4.6, Gemini 3.1, DeepSeek-R1, Qwen, and more. Switch models freely to match the task. Deep Thinking mode is available, with visible reasoning-style output when supported by the selected model.◆ Eight AI Agent Modes- Deep Research — Auto-decompose questions, multi-source retrieval, cross-validation, structured reports- Code Studio — Generate and preview HTML/CSS/JS code in real-time- Professional Writing — Draft, review, and refine writing iteratively- Smart Translation — Auto language detection with consistent terminology- Reasoning Expert — ReAct framework for step-by-step complex problem solving- Model Arena — Compare multiple models side-by-side - Social Media Assistant — AI-powered trending content & poster creation for major platforms - Legal Assistant — Structured legal analysis with law references and risk assessment◆ AI Art GenerationDescribe what you want and generate images instantly. Supports FLUX, DALL-E, Kolors, and more. Includes prompt optimization for faster, cleaner results.◆ Real-Time Voice ChatTalk to AI naturally, with a real conversational flow. Supports Chinese, English, and Japanese speech recognition with auto text-to-speech.◆ Image Recognition & OCRTake photos or choose from your library for AI-powered image description. Built-in OCR extracts text from documents instantly.◆ PDF & Document ParsingImport PDF files for automatic content extraction. Supports summarization, format conversion, and content Q&A for long documents.◆ Personal Knowledge BaseUpload documents, bookmark conversations, add notes — build your personal knowledge system. During conversations, Quoly can retrieve relevant content for more context-aware answers.◆ AI KeyboardUse AI in more input scenarios. Select text to translate, polish, continue writing, correct errors, or explain — with less app switching.◆ Web SearchIntegrated Tavily search engine enables real-time web retrieval during AI conversations for up-to-date information.◆ Deep iOS Integration- Siri Shortcuts — Launch AI actions quickly through Shortcuts- Share Extension — Share content from any app to Quoly- Home Screen Widgets — Quick access to recent conversations- Dynamic Island — Real-time AI generation progress◆ Privacy & SecurityChat history, knowledge data, and key settings are kept on device by default. API keys are encrypted in the iOS Keychain. When cloud models or web features are used, only the data required for that request is sent. Optional encrypted iCloud sync is supported.◆ Flexible Plans- Free — 30 cloud model calls per day- Pro — One-time purchase with BYOK support — use your own API keys with no app-imposed limits- Cloud — Subscription, 200 daily cloud calls, zero configurationDownload Quoly and bring your daily AI workflow into one focused app. Terms of Use (EULA): https://www.apple.com/legal/internet-services/itunes/dev/stdeula/ Terms of Service: https://quoly.babiku.xyz/terms.html Privacy Policy: https://quoly.babiku.xyz/privacy.html