rag vs FlowStack
Price, ratings, monetisation and update history for both apps, side by side — with what reviewers say about each.
rag
Engage in private AI conversations with locally-running language models. Upload documents like PDFs and DOCX to query them with AI, and visualize your document embeddings in a 3D atlas. Choose from various AI providers and models optimized for your device's performance.
- 100% offline AI chat
- Document RAG with PDF/DOCX
- Multiple AI model providers
- 3D embedding visualization
- Real-time device monitoring
- Conversation history with search
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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
FlowStack
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There are over 16,000 AI tools out there. Nobody tells you which ones to use, where to start, or what to do first. You open 12 tabs, get overwhelmed, and close them all. FlowStack-AI fixes that. 500+ hand-picked AI tools — organized by category, searchable, and one tap away. No tech skills required. No rabbit holes. Just the right tool, right when you need it. -------------------------- WHAT'S INSIDE -------------------------- 9 ORGANIZED CATEGORIES Every tool sorted by what you're trying to do — not by who made it. - AI Chat & Research — Claude, ChatGPT, Gemini, Perplexity and more - Voice & Meetings — record, transcribe, and summarize any meeting automatically - Build & Deploy — build websites and apps without writing a single line of code - Image, Video & Design — create graphics, videos, and visuals in minutes - Content & Social — write posts, captions, scripts, and ad copy at scale - Data & Automation — connect apps, automate tasks, and eliminate repetitive work - Productivity & Planning — AI calendars, note-takers, and project managers - Business & Sales — CRM tools, outreach assistants, and pitch builders - Learn & Prompt — master AI faster with guided prompts and templates AI GUIDES — Step-by-Step Workflows 36 guided workflows that walk you through real tasks from start to finish: - Build and launch a website - Write or rewrite any professional email - Create a week of social media content - Build a presentation or pitch deck - Plan a trip or travel itinerary - Record and summarize a meeting automatically - Start a podcast from scratch - Automate a repetitive task - Get fit with AI — workout and meal plans - Grow a YouTube channel with AI - And 26 more PROMPT LIBRARY 48 copy-paste prompts ready to use with Claude or ChatGPT — for writing, business, sales, marketing, coding, career, and personal productivity. BUILT-IN CLAUDE AI Ask Claude anything directly inside the app. Connect your Anthropic API key and get instant responses without switching apps. Typical use costs less than $5/month. -------------------------- WHO IT'S FOR -------------------------- FlowStack-AI was built for people who aren't engineers — and don't want to be. - Remote workers and digital nomads who need to do more with less - Small business owners and entrepreneurs wearing every hat - Content creators, freelancers, and solopreneurs - Anyone curious about AI who doesn't know where to start If you've heard about AI but felt like it wasn't made for you — it was made for you. -------------------------- FREE & PRO -------------------------- Free access includes 25 hand-picked AI tools, AI guides, and the built-in Claude launcher — enough to get real results from day one. Try Pro free for 7 days — then $34.99/year. Unlocks all 500+ tools, all 36 guides, the full prompt library, and every future tool we add. -----------------------
Screenshots
Verdict
The clearest difference is iOS requirement: rag at 17.0 against FlowStack's 26.2. On price, ads, in-app purchases and device support there is nothing between them.
Scored on Price · Rating · Positive reviews · Number of ratings · Update frequency · Ads · In-app purchases · Monetization · Best chart rank · Devices · Requires iOS
Both are free to download. Neither carries in-app purchases, so what you see is what you pay.
| Parameter | rag | FlowStack |
|---|---|---|
| Price | Free | Free |
| Rating | 1.0 (1 ratings) — better | — |
| Positive reviews | 0.0% of reviews | — |
| Number of ratings | 1 — better | — |
| Update frequency | — | Every 5 months |
| Ads | No | No |
| In-app purchases | No | No |
| Monetization | Free | — |
| Devices | iPhone, iPad | iPhone, iPad |
| Requires iOS | 17.0 — better | 26.2 |
| Further details — not scored | ||
| Size | 79 MB | 1 MB |
| Age rating | 4+ | 17+ |
| Developer | Kyle Essenmacher | David Castellano |
In-app purchases
rag
No in-app purchases
FlowStack
No in-app purchases









