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Guru

Guru provides governed enterprise AI search, cited answers and broad workplace connectivity for internal teams.

Editorial score

4.0 /5
How we scored it

Is Guru worth it?

Nick Oscar
Editor, Reviews.vc · Updated November 7, 2026
Good For

Combines a native governed knowledge base with search across more than 100 connected sources.

Caution

Pricing is custom-scoped, with no public named tiers or numeric prices.

Guru product image
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Guru is a governed enterprise AI search and knowledge platform for teams working across distributed workplace content. Its strengths are cited, permission-aware answers, a broad connector catalog, and substantial administrative controls. The principal tradeoffs are custom pricing, connector-specific permission behavior, and refresh limits that buyers should test against their own sources.

What is Guru?

Guru is an enterprise knowledge platform and AI search product. It combines a native knowledge base built around Cards and Collections with Knowledge Agents that search configured internal sources and generate answers. Teams can use it in the Guru app, in a browser, in Slack, in Microsoft Teams, through an API, and in MCP-compatible tools. Scoped web search is limited to administrator-approved domains rather than serving as general public web search.

Search, answers and traceability

Ask Guru accepts questions and keyword searches, with a default or specialized Knowledge Agent available for each team or topic. Results can combine an AI-generated answer, matching Guru Cards, and connected-source content. Answers include citations, and Answer Details can show consulted sources, search terms, and explanations or reasoning. Follow-up questions retain thread context. Users should still evaluate answers before relying on them because AI outputs can be inaccurate.

Connectors and content access

Guru offers more than 100 connectors across document stores, collaboration tools, support systems, engineering platforms, CRM, and business applications. Examples include Google Drive, SharePoint, OneDrive, Notion, Confluence, Slack, Zendesk, Jira, GitHub, Salesforce, ServiceNow, and Workday. Extension paths include custom source requests, build options, Zapier, Workato, Prismatic, and the Guru API. Connector-specific object coverage, indexing, and access control behavior should be checked for each intended source.

Governance and administration

Governance features include role-based administration, source and Knowledge Agent permissions, native content ownership and verification, SSO, SCIM, analytics, scheduled exports, and AI Agent Center activity tracking. Access can be assigned through Guru Groups or inherited from a source when that integration supports inheritance. Source changes are checked multiple times daily; analytics typically refresh within 4–5 hours. Agent Center tracking can be disabled per Skill.

Who Guru fits

Guru suits internal service teams that need governed access to knowledge distributed across workplace applications and want to assign subject-matter owners for verification and maintenance. It is particularly relevant for support, customer success, HR, IT, service, and operations workflows. Buyers that require universal native ACL inheritance, guaranteed real-time synchronization, unrestricted large-file indexing, fixed published pricing, or unreviewed answer accuracy should validate those requirements during evaluation.

Buyer scenarios

Where the product fits — and where to be careful

Internal service teams with distributed knowledge

Need
Support, customer success, HR, IT, service or operations teams need governed answers across SaaS tools.
Why it fits
Guru combines a governed native knowledge layer with connected workplace search, specialized Knowledge Agents, citations and delivery through Slack, Microsoft Teams, browser workflows and APIs.
Watch out
Validate connector-specific permission inheritance, sync and deletion timing, large-file handling and answer reliability in a proof of concept.

Strong fit when teams can assign owners to maintain and verify knowledge.

Organizations standardizing governed knowledge operations

Need
An organization needs to control access, provision users and monitor knowledge and agent activity.
Why it fits
Guru supports role-based access, SSO, SCIM, source and agent permissions, verification metadata, analytics and AI Agent Center visibility.
Watch out
Inherited source permissions are available only for some integrations, and analytics typically refresh in 4–5 hours.

Good fit for teams that need administration and measurement alongside workplace search.

Pros & Cons

Pros

  • Combines a native governed knowledge base with search across more than 100 connected sources.
  • Cited answers and Answer Details expose consulted sources, search terms and reasoning information.
  • Strong administrative toolkit spanning roles, permissions, SSO, SCIM, verification and analytics.
  • Multiple delivery surfaces include browser workflows, Slack, Microsoft Teams, API and MCP-compatible tools.

Cons

  • Pricing is custom-scoped, with no public named tiers or numeric prices.
  • Permission inheritance is not universal across connected sources.
  • Source updates are checked multiple times daily rather than guaranteed in real time, and files over 50 MB fail to sync.
  • AI-generated answers require user evaluation before reliance.
Editorial score breakdown

Editorial scores

Editorial score
4.0
Administration and measurement
4.0

Role-based administration, source and agent controls, SSO, SCIM, verification, exports, analytics and AI Agent Center visibility form a strong governance set. Analytics refresh in 4–5 hours, and some tracking depends on configuration.

Search and answers
4.0

Guru supports hybrid retrieval across connected sources, specialized Knowledge Agents, cited answers, follow-up context and Answer Details for source and query traceability. Outputs still need human evaluation.

Usability, support & value Not scored

User-review evidence was insufficient to score usability, support or value.

Content and permissions
4.0

Guru lists more than 100 connectors across key workplace categories, supports custom and API extension paths, and offers inherited permissions for supported integrations. Connector-specific ACL behavior varies, and source checks run multiple times per day.

Pricing and contract model

Guru sells a custom-fit platform-and-expertise package tailored to organizational scale, knowledge complexity and AI maturity. Named tiers and numeric prices are not published.

  • A shared workspace-level credit pool covers AI activities across the app, chat, Slack, Teams, API and MCP; manual knowledge work does not consume credits.
  • Guru can be purchased through AWS Marketplace via a private offer.

Integrations

Documented connections and access methods for Guru.

CRM

Salesforce Native

Automation

Zapier Via automation

Messaging & collaboration

Slack Native
Microsoft Teams Native
Zendesk Native

Developer/API

Guru API Public API

Document storage

Google Drive Native

Identity/SSO

Okta Native
  • The integration directory lists 120 distinct entries across two visible pages.
  • More integrations are added weekly; connector-specific access-control and indexing behavior varies by source.

What's new

Recent product and company updates

  • 2026-11-03

    Knowledge Agent and governance updates

    Visible changelog entries cover Knowledge Agent, governance, source-administration, DLP, SCIM, retention and MCP-related changes.

    Source

FAQ

Does Guru publish pricing?
No. Guru describes a custom-fit platform-and-expertise package and does not publish named tiers or numeric prices.
What content sources can Guru search?
Guru supports 100+ connectors. Listed examples include Google Drive, SharePoint, OneDrive, Notion, Confluence, Slack, Zendesk, Jira, Salesforce, ServiceNow and Workday.
How does Guru handle permissions?
Administrators can control access to sources, Knowledge Agents, Collections, folders, Groups and users. Connected-source access can use Guru Groups or inherited source permissions for supported integrations.
How quickly does Guru refresh connected content?
Guru checks connected sources for changes multiple times per day. Full indexing may take a few days, and moved files are generally removed from search within three days.
Review transparency Corrections policy
Change history
  1. 2026-11-07 Initial publication First published version of this review.
19 sources analyzed
  1. Guru Features getguru.com
  2. Connecting Sources to Guru for AI Answers help.getguru.com
  3. Guru Pricing getguru.com
  4. Guru Integrations getguru.com
  5. Searching for Knowledge in Guru help.getguru.com
  6. Identifying Details to Setup Specific Sources help.getguru.com
  7. Permissioning Knowledge in Guru help.getguru.com
  8. Setting Up SSO and SCIM help.getguru.com
  9. Utilizing Guru Analytics help.getguru.com
  10. Guru Changelog feedback.getguru.com

Showing 10 of 19 sources · 9 additional sources analyzed

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