# Glean vs pumaDB

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

| Metric | [Glean](https://openaitools.app/tool/glean) | [pumaDB](https://openaitools.app/tool/pumadb) |
| :--- | :--- | :--- |
| Website URL | https://www.glean.com | https://pumadb.ai |
| Categories | AI Productivity Tools, AI Agent, AI Assistant, AI Search Engine | AI Agent, AI API, AI Developer Tools |
| Pricing Model | Contact for Pricing | Freemium |
| 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)

## pumaDB

pumaDB solves a very specific annoyance: every AI assistant starts each conversation with amnesia. You explain your stack, your conventions and the bug you are chasing, then close the tab, and tomorrow you explain it all again. pumaDB replaces that ritual with a hosted memory store that sits outside any single model or vendor. Facts written from a ChatGPT session can be recalled in a brand new Claude chat, with nothing manually pasted in between.

Under the hood it is deliberately simple. Memory lives in named tables of small structured records — project conventions, user preferences, research clippings, task state, handoff notes and reviewed technical references are the categories the team highlights. You reach that data two ways: a REST API with bearer keys for backends, workers, CLIs and serverless functions you control, and a hosted MCP endpoint at api/mcp that Codex, ChatGPT, Claude, OpenClaw and other Streamable HTTP clients can attach to via OAuth sign-in. Both surfaces operate on the same tables and rows.

The selling point is the absence of setup. There is no database project to provision, no schema migration to babysit, and no API key to paste into a client — email sign-in handles OAuth for MCP connections. The service is run by a small team based in Melbourne and is aimed at individuals who want their agents to remember, and at teams that want one shared organizational memory.

**Pricing & Plans:** Free tier for individuals, forever, no card required. Organization Pro is $99/month per organization for shared team memory, and Enterprise is a custom annual contract scoped with the vendor. Rate limits and API behavior are identical on Personal and Pro.

- **One memory endpoint for many clients:** A single hosted MCP endpoint works with Codex, ChatGPT, Claude, OpenClaw and any Streamable HTTP MCP client, so different tools read and write the same memory store.
- **Cross-tool memory handoff:** Write a fact from one assistant and recall it later from a completely different one. Nothing needs to be pasted manually between sessions.
- **REST and MCP on the same tables:** Trusted server-side code uses bearer-key REST calls; authorized agents use OAuth-scoped MCP tools. Both go through the same rows, tables and limits.
- **OAuth-first connection setup:** MCP clients sign in by email and pumaDB handles OAuth and dynamic client registration, so there is no infrastructure to provision and no API key stored in the client config.
- **Version history and restore:** Rows keep version history with a retention window, plus viewer and download links, so a bad write or an over-eager agent edit can be rolled back.

**Strengths:** No database project, schema or migration work to manage; Same memory readable and writable across competing AI vendors; Free personal tier is genuinely useful with 20 tables and 1,000 rows each; OAuth handling removes API keys from client configuration

**Limitations:** Not a vector store, so semantic search over unstructured text is out of scope; Memory is keyed to named tables and row limits, which takes planning at scale; Team features require the $99/month Organization Pro plan

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

## Frequently Asked Questions

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

Glean has 3,301,875 monthly visits, while pumaDB 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%; pumaDB 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. pumaDB: Freemium. Free tier for individuals, forever, no card required. Organization Pro is $99/month per organization for shared team memory, and Enterprise is a custom annual contract scoped with the vendor. Rate limits and API behavior are identical on Personal and Pro.

## 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 | [Hermes-Agent](https://openaitools.app/tool/hermes-agent-1) | 3,638,741 | -5.4% | Freemium | A free, open-source personal AI agent that learns your projects and works across every messaging app. | [.md](https://openaitools.app/tool/hermes-agent-1.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 | [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 | [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) |
| 6 | [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) |
| 7 | [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) |
| 8 | [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) |
| 9 | [Scalebrowser](https://openaitools.app/tool/scalebrowser) | 161,955 | +212.7% | Free Trial, Paid | Give every AI agent its own isolated browser with a persistent identity | [.md](https://openaitools.app/tool/scalebrowser.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-pumadb

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