# Glean vs Grapevine

Glean records 3,301,875 monthly visits with +0.1% month-over-month growth and Contact for Pricing pricing. Grapevine records 0 monthly visits with 0% growth and Free pricing.

| Metric | [Glean](https://openaitools.app/tool/glean) | [Grapevine](https://openaitools.app/tool/grapevine) |
| :--- | :--- | :--- |
| Website URL | https://www.glean.com | https://getgrapevine.ai |
| Categories | AI Productivity Tools, AI Agent, AI Assistant, AI Search Engine | AI Agent, AI Knowledge Management, AI Assistant, AI Search Engine |
| 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 | 4.4 |
| 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)

## Grapevine

Grapevine is a knowledge aggregation platform designed for teams that want their scattered company knowledge to be usable by AI. Instead of leaving documents, tickets and messages locked inside dozens of separate SaaS tools, Grapevine pulls them together: it connects to sources like Slack, Notion, Linear, GitHub, Google Drive, HubSpot and Salesforce, then extracts, processes and embeds that content into one unified semantic search index. Because the connectors normalize everything into documents and chunks, a single query can surface relevant answers regardless of which tool originally held the information.

The standout capability is its MCP (Model Context Protocol) server, which lets AI assistants such as Claude search and retrieve the company's knowledge directly. It ships with search tools (semantic_search, keyword_search), document retrieval tools (get_document, get_document_metadata) and an agent tool (ask) that performs AI-powered question answering over the knowledge store. An optional Slack bot brings the same question answering into team channels.

The project is offered as open source under the MIT license and is built to be self-hosted. It runs on Docker and Docker Compose with PostgreSQL 15+ (pgvector), OpenSearch 2.x, Redis and an OpenAI API key for embeddings, and it provides an admin UI plus Kubernetes/kustomize deployment manifests. Because the current public domain redirects to the project's GitHub repository, users should treat Grapevine as a developer-oriented, self-hosted solution rather than a managed SaaS subscription.

**Pricing & Plans:** Grapevine is distributed as open-source software under the MIT license, so there is no license fee. You pay only for the infrastructure it runs on (such as PostgreSQL, OpenSearch, Redis hosting) and for the OpenAI API key used to generate embeddings.

- **Unified knowledge index:** Connects to Slack, Notion, Linear, GitHub, Google Drive, HubSpot, Salesforce and more, then extracts, processes and embeds everything into one searchable index.
- **MCP server for AI assistants:** Exposes search, document retrieval and question-answering tools over the Model Context Protocol so assistants like Claude can query company knowledge directly.
- **Semantic and keyword search:** Combines AI embedding-based semantic search with keyword search so users find the right document whether they search by meaning or by exact term.
- **Optional Slack bot:** Adds AI-powered question answering directly inside Slack so answers appear where teams already work.
- **Self-hostable with Docker and Kubernetes:** Ships with Docker Compose, Tilt for local development, and kustomize manifests for production Kubernetes deployments, giving teams full control over data.

**Strengths:** Open source under the MIT license, so there is no vendor lock-in and no per-seat license fee; Broad connector coverage spanning chat, docs, project management, code and CRM tools; Native MCP server makes it straightforward to ground AI assistants in company data; Self-hosted architecture keeps sensitive internal knowledge inside your own infrastructure

**Limitations:** Self-hosting requires real infrastructure knowledge (PostgreSQL, OpenSearch, Redis, Docker, Kubernetes); Still needs an external OpenAI API key and cloud services for embeddings and search, so it is not fully dependency-free; Commercial managed/marketing experience has wound down, so newcomers rely on repository documentation

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

## Frequently Asked Questions

### How do Glean and Grapevine compare in monthly traffic?

Glean has 3,301,875 monthly visits, while Grapevine 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%; Grapevine 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. Grapevine: Free. Grapevine is distributed as open-source software under the MIT license, so there is no license fee. You pay only for the infrastructure it runs on (such as PostgreSQL, OpenSearch, Redis hosting) and for the OpenAI API key used to generate embeddings.

## 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 | [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) |
| 3 | [CollegeVine](https://openaitools.app/tool/collegevine) | 1,182,494 | +25.9% | Contact for Pricing | An AI operating system that models your whole university on one platform | [.md](https://openaitools.app/tool/collegevine.md) |
| 4 | [LobeHub](https://openaitools.app/tool/lobehub) | 654,548 | -25% | Freemium | Put always-on AI agents on your team chat | [.md](https://openaitools.app/tool/lobehub.md) |
| 5 | [Helpjuice](https://openaitools.app/tool/helpjuice) | 585,623 | +17.3% | Free Trial, Contact for Pricing | AI-powered knowledge base that turns documents into fast answers | [.md](https://openaitools.app/tool/helpjuice.md) |
| 6 | [Dust](https://openaitools.app/tool/dust) | 547,217 | +1.8% | Contact for Pricing | Multiplayer AI where people and agents work side by side | [.md](https://openaitools.app/tool/dust.md) |
| 7 | [LlamaIndex](https://openaitools.app/tool/llamaindex) | 387,910 | +19.9% | Freemium, Contact for Pricing | Turn any document into AI-ready context with agentic parsing and extraction | [.md](https://openaitools.app/tool/llamaindex.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 | [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) |
| 10 | [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) |

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

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