# Glean vs Muddy

Glean records 3,301,875 monthly visits with +0.1% month-over-month growth and Contact for Pricing pricing. Muddy records 378 monthly visits with -80.9% growth and Freemium pricing.

| Metric | [Glean](https://openaitools.app/tool/glean) | [Muddy](https://openaitools.app/tool/muddy) |
| :--- | :--- | :--- |
| Website URL | https://www.glean.com | https://feelmuddy.com |
| Categories | AI Productivity Tools, AI Agent, AI Assistant, AI Search Engine | AI Browsers, AI Copilot, AI Productivity Tools, AI Assistant |
| Pricing Model | Contact for Pricing | Freemium |
| Monthly Visits | 3,301,875 | 378 |
| MoM Growth Rate | +0.1% | -80.9% |
| Primary Market | United States | United Kingdom |
| Direct Visits | 2,628,666 | 146 |
| Review Score | 4.6 | 3.8 |
| Saved Count | 7 | 0 |
| Supported Platforms | Website | Website |

## Glean

Glean addresses a problem most enterprises hit after their first wave of AI adoption: models are powerful but isolated from the context of the business. The platform builds an enterprise context layer by indexing and understanding content across the tools a company already runs on, then uses that grounding to improve both answer quality and efficiency. Because fewer irrelevant tokens need to be sent to a model, the same question costs less to serve.

The product surface spans four areas: enterprise search, an AI assistant for everyday work, an agent platform for automating long-running processes, and Glean Protect for security and governance. Administrators also get model routing and an AI gateway, letting them decide which models handle which requests without rebuilding integrations. Everything inherits the access permissions of the source systems, so answers stay within each employee's existing rights.

Glean serves large organisations across finance, healthcare, retail, technology, and government, with published customers including Booking.com, Zillow, and Ericsson. It holds SOC 2 Type II, ISO 27001, ISO 42001, HIPAA, GDPR, and TX-RAMP Level 2 attestations, and reports 275+ connectors, 40+ supported language models, and 99.9%+ uptime on core services.

**Pricing & Plans:** Contact for pricing. Glean is licensed to organisations based on seats, connectors, and deployment scope, and is evaluated through a demo rather than self-serve purchase.

- **Permission-aware enterprise search:** Ask a question in plain language and get a cited answer assembled from documents, tickets, wikis, and messages across every connected system, with permissions respected.
- **Agent builder and orchestration:** Reusable agents handle multi-step workflows such as onboarding, account research, or incident follow-up by orchestrating actions across business apps.
- **Model routing and AI gateway:** Glean automatically picks and routes requests to the right model and reasoning level, giving teams access to 40+ LLMs through a single governed gateway.
- **Grounded content and analysis:** Draft on-brand documents, summarise meetings, analyse data, and create content grounded in company context rather than generic model knowledge.
- **Governance and observability:** Administrators get usage controls, spend visibility, audit logging, and compliance-ready governance for every AI interaction.

**Strengths:** Answers cite source systems and inherit their permissions, which removes the main blocker to enterprise-wide rollout; One platform covers search, assistant, and agents instead of three separate vendors; Model routing and token efficiency directly reduce the cost per AI query at scale; 275+ pre-built connectors shorten integration work considerably

**Limitations:** Enterprise pricing is quote-based, so budget planning requires a sales conversation; Full value depends on connecting many internal data sources, which takes IT effort; Smallest teams may find the platform more than they need

[Profile (Markdown)](https://openaitools.app/tool/glean.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 Glean and Muddy compare in monthly traffic?

Glean has 3,301,875 monthly visits, while Muddy has 378. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

Glean has a month-over-month growth rate of +0.1%; Muddy has -80.9%.

### How does pricing compare?

Glean: Contact for Pricing. Contact for pricing. Glean is licensed to organisations based on seats, connectors, and deployment scope, and is evaluated through a demo rather than self-serve purchase. 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 | [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) |
| 2 | [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) |
| 3 | [Dust](https://openaitools.app/tool/dust) | 547,217 | +1.8% | Contact for Pricing | Builds collaborative enterprise AI agents connected to company knowledge, but offers less robust out-of-the-box universal search. | [.md](https://openaitools.app/tool/dust.md) |
| 4 | [Gumloop](https://openaitools.app/tool/gumloop) | 379,557 | -21.1% | Freemium, Paid, Contact for Pricing | Build, share, and control AI agents that actually do the work | [.md](https://openaitools.app/tool/gumloop.md) |
| 5 | [Moveworks](https://openaitools.app/tool/moveworks) | 168,527 | -4.3% | Contact for Pricing | Automates employee IT and HR support requests exceptionally well, but focuses less on general universal document search. | [.md](https://openaitools.app/tool/moveworks.md) |
| 6 | [Kore.ai](https://openaitools.app/tool/kore-ai) | 143,328 | -18.2% | Contact for Pricing | Deploys enterprise conversational assistants and automated workflows, but lacks Glean's unified organization-wide knowledge graph search. | [.md](https://openaitools.app/tool/kore-ai.md) |
| 7 | [Coworker AI](https://openaitools.app/tool/coworker-ai) | 129,346 | -1.8% | Free Trial, Paid, Contact for Pricing | Creates permission-aware context graphs and routes tasks across enterprise tools, but has a smaller connector library than Glean. | [.md](https://openaitools.app/tool/coworker-ai.md) |
| 8 | [Sana](https://openaitools.app/tool/sana-labs) | 109,714 | -25.5% | Paid, Contact for Pricing | Combines enterprise search, AI agents, and corporate learning, but is less specialized for pure universal workplace search than Glean. | [.md](https://openaitools.app/tool/sana-labs.md) |
| 9 | [Nifty](https://openaitools.app/tool/nifty) | 99,051 | -7.7% | Freemium, Free Trial | All-in-one project management where human teams and AI agents work from one plan | [.md](https://openaitools.app/tool/nifty.md) |
| 10 | [Polar: AI Browser](https://openaitools.app/tool/polar-ai-browser) | 76,902 | +9.5% | Freemium | A Chromium-based AI browser that runs long internet tasks for you | [.md](https://openaitools.app/tool/polar-ai-browser.md) |

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

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