# Glean vs Ncurator Glean records 3,301,875 monthly visits with +0.1% month-over-month growth and Contact for Pricing pricing. Ncurator records 0 monthly visits with 0% growth and Free pricing. | Metric | [Glean](https://openaitools.app/tool/glean) | [Ncurator](https://openaitools.app/tool/ncurator) | | :--- | :--- | :--- | | Website URL | https://www.glean.com | https://ncurator.com | | Categories | AI Productivity Tools, AI Agent, AI Assistant, AI Search Engine | AI Knowledge Base, AI Assistant, AI Knowledge Management, AI Answer | | Pricing Model | Contact for Pricing | Free | | Monthly Visits | 3,301,875 | 0 | | MoM Growth Rate | +0.1% | 0% | | Primary Market | United States | Global | | Direct Visits | 2,628,666 | 0 | | Review Score | 4.6 | 4.5 | | 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) ## Ncurator Ncurator bills itself as an AI work partner rather than a chat window. Instead of pasting text into a browser chatbot, you describe the outcome you want — for example, drafting a weekly business report — and the app plans and carries out the steps, pulling from documents stored on your own machine. Supported file types include DOCX, PDF, XLSX and PPTX, and it can also search the web and read your browser bookmarks when a task needs outside information. A central feature is the local knowledge base. Your material stays on your device and is used to ground answers, so the assistant can reference your own contracts, notes and spreadsheets instead of generic web content. Ncurator also leans heavily on token efficiency: it reuses cached input across repeated tasks so much of the input can be billed at a provider's cheaper cache-hit rate, and a local knowledge base reduces how much context has to be sent at all. The tool works with the models you already pay for, and the developer takes no cut on usage — you pay your AI provider directly. Built-in review and preview modes let you inspect what the AI changed before you accept an edit, which matters for document-heavy work. The app is developed by an independent maker and ships in English and Chinese. **Pricing & Plans:** The application is free to download. You bring your own AI provider API key and pay that provider directly for tokens; there are no mandatory credit bundles. Pricing shown in screenshots is illustrative provider pricing, not a Ncurator subscription. - **Local knowledge base:** Ground answers in documents stored on your own machine so the assistant works with your material instead of only public web content. - **Agentic multi-step tasks:** Set a goal and Ncurator plans the steps, then carries them out across files, the web and your knowledge base. - **Office document support:** Read and edit DOCX, PDF, XLSX and PPTX files, with Preview and Review modes to check what changed. - **Token-efficient caching:** Reuses cached input across repeated tasks so much of the prompt can be billed at a provider's discounted cache-hit rate. - **Bring your own model:** Connect your preferred AI provider and pay per token directly, with no markup and no forced credit bundles. **Strengths:** Free desktop app with no mandatory credit bundles or usage markup; Local knowledge base keeps source material on your own machine; Handles DOCX, PDF, XLSX and PPTX plus web search and bookmarks; Cache-aware design can meaningfully cut per-task token cost **Limitations:** You must supply and pay for your own AI provider API key; No dedicated pricing page on the site, so plan details live in the app and docs; Requires a browser extension for some abilities such as bookmark access [Profile (Markdown)](https://openaitools.app/tool/ncurator.md) ## Frequently Asked Questions ### How do Glean and Ncurator compare in monthly traffic? Glean has 3,301,875 monthly visits, while Ncurator has 0. 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%; Ncurator has 0%. ### 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. Ncurator: Free. The application is free to download. You bring your own AI provider API key and pay that provider directly for tokens; there are no mandatory credit bundles. Pricing shown in screenshots is illustrative provider pricing, not a Ncurator subscription. ## 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 | [WorkBuddy](https://openaitools.app/tool/workbuddy) | 2,341,262 | +43.9% | Freemium | An AI work partner that turns a sentence into finished office deliverables | [.md](https://openaitools.app/tool/workbuddy.md) | | 3 | [Clawdbot (OpenClaw)](https://openaitools.app/tool/clawdbot) | 1,903,068 | -25.4% | Paid, Free | Open-source personal AI assistant that runs on your own machine and works from chat apps | [.md](https://openaitools.app/tool/clawdbot.md) | | 4 | [ima.copilot](https://openaitools.app/tool/ima-copilot) | 915,949 | -14.8% | Freemium | Tencent's AI knowledge steward for searching, reading, writing, and managing your own knowledge base. | [.md](https://openaitools.app/tool/ima-copilot.md) | | 5 | [Craft](https://openaitools.app/tool/craft-do) | 703,417 | +8.9% | Freemium | A polished space for notes, tasks, and documents that follows you across every device. | [.md](https://openaitools.app/tool/craft-do.md) | | 6 | [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) | | 7 | [DocsBot AI](https://openaitools.app/tool/docsbot-ai) | 495,278 | -3.8% | Freemium | Custom AI agents trained on your documentation and knowledge base | [.md](https://openaitools.app/tool/docsbot-ai.md) | | 8 | [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) | | 9 | [Jan](https://openaitools.app/tool/jan) | 291,894 | -9.6% | Free | Open-source desktop AI that runs models locally on your own machine | [.md](https://openaitools.app/tool/jan.md) | | 10 | [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) | --- Source: https://openaitools.app/compare/glean-vs-ncurator More Markdown: [Categories](https://openaitools.app/categories.md) · [Traffic rankings](https://openaitools.app/rankings.md) · [llms.txt](https://openaitools.app/llms.txt)