# Glean vs sunbeam (formerly Positional)

Glean records 3,301,875 monthly visits with +0.1% month-over-month growth and Contact for Pricing pricing. sunbeam (formerly Positional) records 431 monthly visits with -95.1% growth and Contact for Pricing pricing.

| Metric | [Glean](https://openaitools.app/tool/glean) | [sunbeam (formerly Positional)](https://openaitools.app/tool/positional) |
| :--- | :--- | :--- |
| Website URL | https://www.glean.com | https://www.positional.com |
| Categories | AI Productivity Tools, AI Agent, AI Assistant, AI Search Engine | AI SEO Tools, AI Content Detector, SEO Writing AI, AI Outline Generator |
| Pricing Model | Contact for Pricing | Contact for Pricing |
| Monthly Visits | 3,301,875 | 431 |
| MoM Growth Rate | +0.1% | -95.1% |
| Primary Market | United States | United States |
| Direct Visits | 2,628,666 | 169 |
| Review Score | 4.6 | 4.3 |
| 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)

## sunbeam (formerly Positional)

sunbeam is positioned as a shift away from the previous generation of AI SEO workflows toward autonomous agents. Rather than giving a marketer a set of assisted tasks to complete, the agent is meant to own the workstream end to end. During onboarding it ingests a large corpus about your company — hundreds of product pages and blog posts, internal brand-voice documents, competitor landscapes and customer reviews — and builds an internal knowledge graph of your offerings. It reports that it can become ready to work in roughly two hours.

Once live, the agent handles each component of an SEO program independently and in parallel: keyword and market research, strategy development, content drafting, editorial calendar and performance tracking, plus technical SEO fixes. The stated goal is to let an organization start producing organic search results from day one instead of spending the first months building process.

Because the product is sold as a managed, agent-driven service rather than a self-serve subscription, the practical way to buy it is to book a demo and have the team scope what the agent would take on for your site. The site does not publish a public price list. Note that the company keeps a separate editorial site with essays and a documentary on autonomous SEO.

**Pricing & Plans:** No public price list is shown on the site — the product is sold through a demo booking and a scoped engagement, so contact the vendor for a quote.

- **Autonomous SEO agent:** One agent owns strategy, content, editorial and technical SEO, running each workstream independently and in parallel rather than as a stack of separate tools.
- **Company-wide onboarding:** Onboarding reads product pages, blog archives, brand-voice documents, competitor sites and customer reviews to build an internal knowledge graph of your business.
- **Content and editorial execution:** The agent drafts and plans content in your mapped brand voice, keeps an editorial calendar moving and tracks performance across pages.
- **Technical SEO fixes:** Technical SEO runs alongside content work, so structural issues are identified and addressed without a separate queue.
- **Built for SEO and AI search:** Positioned for both classic organic search and the newer AI answer surfaces that increasingly drive discovery.

**Strengths:** Agent-driven approach executes work rather than only suggesting it; Onboarding ingests a broad corpus: products, blog, voice docs, competitors, reviews; Handles content, editorial and technical SEO in one place; Aimed at both classic search and AI answer surfaces

**Limitations:** No published pricing — you need a demo to understand cost and scope; Autonomous execution still needs human review before publishing; As a managed engagement it is less of a self-serve, try-it-instantly tool

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

## Frequently Asked Questions

### How do Glean and sunbeam (formerly Positional) compare in monthly traffic?

Glean has 3,301,875 monthly visits, while sunbeam (formerly Positional) has 431. 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%; sunbeam (formerly Positional) has -95.1%.

### 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. sunbeam (formerly Positional): Contact for Pricing. No public price list is shown on the site — the product is sold through a demo booking and a scoped engagement, so contact the vendor for a quote.

## 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 | [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) |
| 3 | [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) |
| 4 | [Surfer](https://openaitools.app/tool/surferseo-com) | 249,599 | -29.3% | Paid, Contact for Pricing | AI visibility platform to get your brand cited in AI search | [.md](https://openaitools.app/tool/surferseo-com.md) |
| 5 | [SEOmator](https://openaitools.app/tool/seomator) | 187,850 | +10.6% | Freemium, Paid | AI SEO manager that tracks rankings and AI answers, then does the work | [.md](https://openaitools.app/tool/seomator.md) |
| 6 | [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) |
| 7 | [AirOps](https://openaitools.app/tool/ai-data-sidekick) | 153,582 | -8.9% | Freemium, Contact for Pricing | Win AI search discovery with content agents and strategy | [.md](https://openaitools.app/tool/ai-data-sidekick.md) |
| 8 | [SEO.AI](https://openaitools.app/tool/seo-ai) | 152,848 | -2.7% | Free Trial, Paid | The AI SEO agent that researches, writes, publishes, and builds links for you | [.md](https://openaitools.app/tool/seo-ai.md) |
| 9 | [AISEO](https://openaitools.app/tool/aiseo) | 152,626 | +28.1% | Free Trial, Paid | AI SEO agents that rank on Google and get cited by AI chatbots | [.md](https://openaitools.app/tool/aiseo.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-positional

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