K Koda Intelligence
scienceThe Lab
Lab Report

Glean: Make Your Company's Scattered Knowledge Instantly Searchable

Connects your company's knowledge, systems, and context so AI can actually work at enterprise scale. One search bar to rule every app your team touches.

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The Verdict

Glean is the strongest enterprise knowledge search product on the market right now, and it is built for mid-to-large companies (200+ employees) drowning in fragmented information across Slack, Drive, Confluence, and a dozen other tools. If your new hires spend their first two weeks asking "where do I find X?" in Slack channels, Glean pays for itself quickly. The catch: pricing is opaque, the sales process is enterprise-grade slow, and smaller teams may find the cost hard to justify when a well-organized Notion workspace could do 80% of the job.

Pricing

Glean does not publish pricing publicly. All plans require contacting sales. Based on market reports, expect $15 to $30+ per user per month depending on scale and features.

Standard

Contact for pricing

  • check_circleAI-driven enterprise search
  • check_circleIntegration with existing tools
  • check_circleSecure access controls (respects source permissions)
  • check_circleToken usage optimization
RECOMMENDED

Enterprise

Contact for pricing

  • check_circleEverything in Standard
  • check_circleAdvanced analytics and query observability
  • check_circleDedicated support and onboarding
  • check_circleCustom agent builder and workflows
  • check_circleScalability for large teams (1,000+)

Glean typically requires annual contracts. Free trials are not publicly available; you will need to request a demo.

Key Features

What makes Glean worth evaluating over simpler alternatives.

hub

100+ Native Integrations

Connects to Slack, Google Drive, Jira, Confluence, SharePoint, GitHub, Salesforce, Zendesk, and many more. Permissions from each source are respected automatically, so users only see what they should.

search

AI-Powered Unified Search

Natural language queries across all connected apps. Ask "what's our refund policy for enterprise clients?" and get a synthesized answer with source links, not just a list of documents.

smart_toy

Custom Agent Builder

Build lightweight AI agents for ticket triage, onboarding checklists, policy lookups, and internal Q&A. No code required for basic agents; more complex workflows need some configuration.

shield

Enterprise-Grade Security

SOC 2 Type II certified. Data governance controls let admins restrict which content gets indexed. Full query observability means you can audit what people are searching for and what the AI returns.

trending_up

Knowledge Graph

Glean builds a company-specific knowledge graph that understands relationships between people, teams, projects, and documents. This is what makes search results contextually relevant rather than keyword-matched.

bolt

Token Efficiency

Glean claims fewer tokens used per query compared to generic RAG setups. For companies running thousands of queries daily, this translates to meaningful cost savings on the AI compute side.

Who Should Use Glean

Glean is not for everyone. Here is where it genuinely shines.

🏢 Mid-to-Large Enterprises (200+ employees)

The more apps and people you have, the more valuable Glean becomes. If your company uses 10+ SaaS tools and employees regularly cannot find the right document, this is the core use case.

🆕 Onboarding-Heavy Organizations

Companies hiring frequently or with high turnover. New hires can self-serve answers instead of waiting for someone on Slack to respond. This alone can cut onboarding time by 30-50% according to Glean's case studies.

🎧 Support and Customer Success Teams

Agents can handle ticket triage and surface relevant knowledge base articles, past tickets, and internal docs. Reduces time-to-resolution when support reps do not have to hunt across five different systems.

⚙️ IT and Operations Leaders

If you are responsible for reducing internal tool sprawl or improving cross-team collaboration, Glean gives you analytics on what people search for, what they cannot find, and where knowledge gaps exist.

Not ideal for: Solo founders, small teams under 50 people, or companies that primarily use a single tool like Notion for everything. The ROI does not justify the cost at that scale.

Limitations

Where Glean falls short or may frustrate you.

warning

Completely Opaque Pricing

No public pricing page. No self-serve signup. You must go through a sales demo to get a quote. This is frustrating for teams that want to evaluate quickly. Industry estimates suggest $15 to $30+ per user per month, but your mileage will vary based on company size and negotiation.

warning

Slow Time-to-Value

Connecting all your apps, indexing content, and building the knowledge graph takes time. Expect 2 to 4 weeks before search results feel genuinely useful. The initial setup requires IT involvement for permissions and connector configuration.

warning

Learning Curve for Agent Builder

While basic search works immediately, the custom agent builder requires understanding of workflows and prompt design. Non-technical users may struggle to build anything beyond simple Q&A bots without support.

warning

No Public User Dashboard

Individual users do not get much control over their experience. There is no public-facing account dashboard for managing preferences, saved searches, or personal settings. Admin controls are robust, but end-user customization is limited.

warning

Competitive Pressure

Microsoft Copilot, Google Vertex AI Search, and Notion AI are all moving into this space. If your company is already deep in the Microsoft or Google ecosystem, their native AI search tools may be "good enough" at a lower cost, even if Glean's cross-platform search is technically superior.

Ready to unify your company's knowledge?

Connect your three most-used apps and see how fast your team stops asking "where is that doc?" in Slack.

Try Glean →
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