# rag vs LinkGraph

The clearest difference is in-app purchases: rag at none against LinkGraph's 1. rag also leads on ads (none vs shown). On price, device support and iOS requirement there is nothing between them.

Both are free to download. LinkGraph sells 1 one-off in-app purchase. rag asks for nothing beyond the download.

## The numbers

| Metric | rag | LinkGraph |
| --- | --- | --- |
| Price | Free | Free |
| Rating | **[1.0 (1 ratings)](https://appshunter.io/ios/app/rag-bot/id6752555846/reviews)** | — |
| Number of ratings | **1** | — |
| Positive reviews | 0.0% of reviews | — |
| In-app purchases | **No** | Yes |
| Ads | **No** | Yes |
| Update frequency | — | Every 4 months |
| Monetization | Free | — |
| Size | 79 MB | 33 MB |
| Requires iOS | 17.0 | 17.0 |
| Devices | iPhone, iPad | iPhone, iPad |
| Age rating | 4+ | 4+ |
| Developer | [Kyle Essenmacher](https://appshunter.io/developer/1608051632) | [Juan Cambizaca](https://appshunter.io/developer/1777700953) |

## What reviewers say

### rag

[App page](https://appshunter.io/ios/app/rag-bot/id6752555846)

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.

**Highlights:** 100% offline AI chat, Document RAG with PDF/DOCX, Multiple AI model providers, 3D embedding visualization, Real-time device monitoring, Conversation history with search

**Features:** macOS Compatibility, Vision Pro support

**In-app purchases:** none


### LinkGraph

[App page](https://appshunter.io/ios/app/linkgraph-visual-bookmarks/id6755626222)

**Features:** macOS Compatibility

**In-app purchases (1)**

| Purchase | Price | Billing |
| --- | --- | --- |
| LinkGraph Plus | $1.99 | one-time |


## Frequently asked questions

### Is rag free?

rag is free to download, with no in-app purchases.

### Is LinkGraph free?

LinkGraph is free to download, with in-app purchases available.

### Do rag or LinkGraph have ads?

LinkGraph shows ads; rag does not.

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*Compared by [AppsHunter](https://appshunter.io/) from daily US App Store data. Review summaries are generated from verbatim App Store reviews.*