# Chatbot App vs Muddy

Chatbot App records 2,170,883 monthly visits with -9.7% month-over-month growth and Freemium pricing. Muddy records 378 monthly visits with -80.9% growth and Freemium pricing.

| Metric | [Chatbot App](https://openaitools.app/tool/chatbot-app) | [Muddy](https://openaitools.app/tool/muddy) |
| :--- | :--- | :--- |
| Website URL | https://chat.chatbotapp.ai | https://feelmuddy.com |
| Categories | AI Chatbot, AI Agent, AI Assistant, AI Copilot | AI Browsers, AI Copilot, AI Productivity Tools, AI Assistant |
| Pricing Model | Freemium | Freemium |
| Monthly Visits | 2,170,883 | 378 |
| MoM Growth Rate | -9.7% | -80.9% |
| Primary Market | United States | United Kingdom |
| Direct Visits | 498,192 | 146 |
| Review Score | 3.9 | 3.8 |
| Saved Count | 0 | 0 |
| Supported Platforms | Website | Website |

## Chatbot App

Chatbot App is a web-based chat workspace built around one simple idea: you should not have to choose a single AI model or pay for several subscriptions just to get good answers. The platform connects to the APIs of many popular large language models, so you can send the same prompt to several of them and directly compare how each responds. That makes it a practical everyday tool for people who want to see which model handles a coding question, a rewrite, or a research summary best.

Beyond text chat, the product bundles a set of generation tools, including image generation from a prompt and writing assistance, so a single conversation thread can move from brainstorming to a finished draft or visual. The interface is deliberately minimal — a message box, a model picker, and a history of your threads — which keeps the focus on the content rather than on configuration.

The service is a third-party aggregator. It does not own or train the models it exposes, and the site itself states it is not affiliated with, endorsed by, or the owner of those models. Access is offered on a freemium basis, with a free tier for everyday use and paid plans for heavier volume, faster generation, and additional features.

**Pricing & Plans:** Freemium: a free tier covers everyday chatting, and paid subscriptions unlock higher usage limits and premium features. Check the site for current plans and prices.

- **Multi-model switching:** Move between ChatGPT, Claude, Gemini, Llama and other leading models mid-conversation without leaving the page.
- **Side-by-side comparison:** Send one prompt to several models at once and compare their answers to pick the best output.
- **Built-in image generation:** Turn text prompts into images inside the same workspace, alongside your chat threads.
- **AI writing assistance:** Draft, rewrite, summarize and refine text with your chosen model in a single continuous conversation.
- **Conversation history:** Keep your threads organized and revisit earlier chats so context is never lost.

**Strengths:** Access to many leading models from a single interface and login; Side-by-side comparison makes model differences easy to see; Minimal, uncluttered chat UI that is quick to learn; Image generation and writing tools built into the same workspace

**Limitations:** Answers depend entirely on the third-party models behind the API, so quality varies; It is an independent aggregator, not an official product of the model makers; Free tier usage is limited, and heavier use requires a paid plan

[Profile (Markdown)](https://openaitools.app/tool/chatbot-app.md)

## Muddy

Muddy rethinks the browser as a shared surface rather than a personal one. Instead of everyone fumbling through their own tabs while coordinating in a separate chat app, teams create shared views containing the apps they use together, then treat that space as the place where work actually happens. The browser automatically renders and categorizes tabs based on what matters to you, so the workspace stays ordered without manual housekeeping.

Two features stand out. Universal commenting lets you highlight text, select part of an image, point at a video timestamp, or target an area inside a site and send a message about it, effectively putting Slack-style threads across any app on the web. Infinite rewind lets you scrub back through the history of apps, files, and conversations and jump straight back into any of them, which is useful for retracing how a decision was made. Muddy's assistant is context-aware: it reads your open tabs and learns from your conversations, so it can answer realtime questions that previously meant copy-pasting context into a separate chatbot.

Muddy runs on Mac, Windows, iOS, and Android, supports Chrome extensions since sites just run in the browser, and can import your history, passwords, and logins from your current browser. Cookies and passwords are stored locally rather than on Muddy's servers, and the company says its business model is selling collaboration and enterprise features rather than advertising. Tab hibernation keeps memory and battery use in check. The site lists no public pricing tiers, so teams should expect to contact the vendor or start with the free download.

**Pricing & Plans:** Muddy offers a free download to get started and says it monetizes through collaboration and enterprise services; no public price list is shown on the site.

- **Shared workspaces:** Build views with your favorite apps so the whole team works from the same set of tabs, files, and sites instead of scattered windows.
- **Universal commenting:** Highlight text, select image areas, point at video timestamps, or mark regions inside a site and leave a threaded comment right there.
- **Infinite rewind:** Scrub backward through the history of apps, files, and conversations, then jump back into any moment and keep working in the app.
- **Context-aware AI assistant:** The assistant reads your open tabs and learns from team conversations, so it can answer questions only a coworker could previously handle.
- **Multiplayer presence:** See what each teammate is working on across projects and join them inside the relevant app or conversation with one click.

**Strengths:** Turns browsing into genuine collaboration rather than parallel solo work; Universal commenting works across virtually any site or app, including video and images; Rewind and a context-aware assistant preserve team memory that normal browsers lose; Runs on Mac, Windows, iOS, and Android and supports existing Chrome extensions

**Limitations:** No public pricing page, so costs require contacting the team; Best value depends on teammates adopting it together, which is a real change-management effort; A browser as the primary collaboration layer may clash with security policies in regulated companies

[Profile (Markdown)](https://openaitools.app/tool/muddy.md)

## Frequently Asked Questions

### How do Chatbot App and Muddy compare in monthly traffic?

Chatbot App has 2,170,883 monthly visits, while Muddy has 378. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

Chatbot App has a month-over-month growth rate of -9.7%; Muddy has -80.9%.

### How does pricing compare?

Chatbot App: Freemium. Freemium: a free tier covers everyday chatting, and paid subscriptions unlock higher usage limits and premium features. Check the site for current plans and prices. Muddy: Freemium. Muddy offers a free download to get started and says it monetizes through collaboration and enterprise services; no public price list is shown on the site.

## Alternatives

| # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [ChatGPT](https://openaitools.app/tool/chatgpt-4) | 6,048,022,723 | +2.2% | Freemium | Industry-leading reasoning and multimodal capabilities, but limited to OpenAI models rather than offering multi-vendor model switching. | [.md](https://openaitools.app/tool/chatgpt-4.md) |
| 2 | [Google Gemini](https://openaitools.app/tool/gemini-gemini-advanced) | 2,637,398,242 | -0.1% | Freemium | Deep integration with Google ecosystem and massive context window, but restricted solely to Google's proprietary model family. | [.md](https://openaitools.app/tool/gemini-gemini-advanced.md) |
| 3 | [Claude](https://openaitools.app/tool/claude-2) | 1,253,439,413 | +23.8% | Freemium | Superior long-form writing, coding artifacts, and analytical depth, but lacks access to alternative provider models in one UI. | [.md](https://openaitools.app/tool/claude-2.md) |
| 4 | [DeepSeek](https://openaitools.app/tool/deepseek) | 372,761,591 | +4.3% | Freemium | Highly cost-effective reasoning and coding performance, but provides a narrower ecosystem compared to comprehensive multi-model platforms. | [.md](https://openaitools.app/tool/deepseek.md) |
| 5 | [Grok](https://openaitools.app/tool/grok) | 203,846,050 | -0.8% | Freemium | Real-time access to live social media data, but lacks multi-model aggregation and customization features found in dedicated chat aggregators. | [.md](https://openaitools.app/tool/grok.md) |
| 6 | [Notion](https://openaitools.app/tool/t) | 173,441,670 | +0.1% | Freemium | The AI workspace where teams and agents get work done together | [.md](https://openaitools.app/tool/t.md) |
| 7 | [Perplexity](https://openaitools.app/tool/perplexity-ai) | 88,310,223 | -3.7% | Freemium | Excels at real-time web search with verified citations, but less optimized for open-ended creative writing or multi-model comparisons. | [.md](https://openaitools.app/tool/perplexity-ai.md) |
| 8 | [Kimi AI](https://openaitools.app/tool/kimi-chat) | 19,632,261 | -23.4% | Free | Outstanding handling of extremely long documents and deep research, but less versatile for general multi-vendor model comparison. | [.md](https://openaitools.app/tool/kimi-chat.md) |
| 9 | [Dia Browser](https://openaitools.app/tool/dia-browser) | 1,254,172 | +108.4% | Free | The AI browser that reads between your tabs | [.md](https://openaitools.app/tool/dia-browser.md) |
| 10 | [Open WebUI](https://openaitools.app/tool/open-webui) | 804,534 | -2.8% | Freemium | Extensible open-source interface for local and cloud models, but demands self-hosting maintenance rather than out-of-the-box cloud access. | [.md](https://openaitools.app/tool/open-webui.md) |

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Source: https://openaitools.app/compare/chatbot-app-vs-muddy

More Markdown: [Categories](https://openaitools.app/categories.md) · [Traffic rankings](https://openaitools.app/rankings.md) · [llms.txt](https://openaitools.app/llms.txt)