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Glean

Glean is an enterprise AI search platform for permission-aware retrieval across connected workplace systems.

Editorial score

3.8 /5
How we scored it

Is Glean worth it?

Nick Oscar
Editor, Reviews.vc · Updated September 18, 2026
Good For

Unified enterprise search across 100+ connected tools with personalized ranking.

Caution

Public dollar pricing is not available, and Enterprise Flex uses annual site-wide contracting.

Glean product image
glean.com
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Glean is an enterprise AI search platform for organizations that need a permission-aware retrieval layer across fragmented workplace systems. Its strongest capabilities are cross-application search, grounded answers, extensive connector options, and robust administrative controls. Buyers should plan for annual contracts and connector-specific implementation details.

What is Glean?

Glean is an enterprise AI platform centered on company-context retrieval. Glean Search provides workplace search across connected business systems, Glean Assistant adds conversational AI, and Glean Agents supports agent building and workflow automation. The platform connects customer-selected applications and preserves each connected application’s identity, access controls, and sharing configuration.

Search, answers, and citations

Glean supports natural-language search, organization-specific terminology, acronyms, synonyms, filters, command-style syntax, and custom metadata. Enterprise and personal knowledge graphs support ranking and personalization, while hybrid search broadens retrieval options. Assistant answers can show inline citations, previews, original-item links, and, when available, deep links to specific passages or page locations. Citation availability varies by source type and administrator settings, and World Knowledge responses may not invoke enterprise retrieval.

Connectors and content access

Glean covers cloud storage, email, communication, documentation, ticketing, code, HR, sales, marketing, and project management sources. It offers connectors for services such as Box, OneDrive, Gmail, Outlook, Slack, Teams, Confluence, Jira, Zendesk, GitHub, Workday, Salesforce, and Asana. Custom sources can use the Indexing API or Push API. Coverage is not uniform: Glean has no native direct database connectors, some on-premises sources require Shared VPC or site-to-site VPN, and items above 64 MB retain metadata and permission information but not crawled content.

Governance and administration

Glean applies connected-source permissions to retrieval and offers source-specific ACL handling. Deployment options include Glean-hosted SaaS and customer-hosted cloud-prem. Administrative roles cover insights, billing, search, and sensitive content; sensitive-content policies can match configured information types, custom terms, and regular expressions. Admin audit logs cover connector and configuration changes and can be filtered and exported. Glean also lists SOC 2 Type II, ISO/IEC 27001, and ISO/IEC 42001 certifications, AES-256 encryption at rest, and TLS 1.2 or later in transit.

Who should consider Glean?

Glean fits larger organizations with knowledge spread across workplace systems that need permission-aware search, AI answers, governance, and optional workflow automation. It is particularly relevant where SSO, source-permission mapping, audit logs, sensitive-data policies, and deployment options matter. It is less suited to buyers seeking a public-web answer engine, fully self-operated software, or identical real-time behavior across every connector. Standard deployment is estimated at roughly 1–3 weeks, while larger deployments can take 3–4 or more weeks.

Buyer scenarios

Where the product fits — and where to be careful

Large organization with fragmented internal knowledge

Need
A common employee-facing search layer across SaaS, collaboration, CRM, code, HR, and ticketing systems.
Why it fits
Glean provides cross-application search, grounded answers, source-permission mapping, SSO, administrative roles, audit logs, sensitive-content policies, and deployment options.
Watch out
Connector sync behavior, real-time access, and permission details vary by source and configuration; databases require the Indexing API.

Strong fit

Security-conscious enterprise deploying AI search

Need
Permission-aware retrieval with governance, data controls, and deployment or data-residency options.
Why it fits
Glean offers Glean Hosted SaaS and a customer-hosted cloud-prem option, plus governance controls for search and agents.
Watch out
Customer-hosted environments are still operated, patched, upgraded, and monitored by Glean; it is not fully self-operated software.

Good fit with deployment review

Pros & Cons

Pros

  • Unified enterprise search across 100+ connected tools with personalized ranking.
  • Grounded Assistant responses can include source links, previews, and deep links where supported.
  • Broad connector coverage plus custom ingestion through Indexing API and Push API.
  • Strong administrative controls, sensitive-content policies, audit logs, and deployment options.

Cons

  • Public dollar pricing is not available, and Enterprise Flex uses annual site-wide contracting.
  • Connector freshness, live access, permission details, and citation behavior vary by source and configuration.
  • Native direct database connectors are not provided; database content requires the Indexing API.
  • Customer-hosted cloud-prem environments remain operated and maintained by Glean.
Editorial score breakdown

Editorial scores

Editorial score
3.8
Administration and measurement
4.0

Glean provides permission-aware retrieval, source-specific ACL handling, administrative roles, sensitive-content policies, exportable audit logs, managed deployment choices, and stated security certifications.

Search and answers
4.0

Glean supports natural-language workplace search, organization-specific terminology, graph-based personalization, hybrid search, and answer citations with source links and optional deep links.

Usability, support & value
3.0

User feedback is predominantly mixed. Search and answer discussions include both positive and negative mentions, while smaller onboarding and ease-of-use coverage is mixed to positive.

Content and permissions
4.0

Glean lists 275+ out-of-the-box connectors and supports indexed, live, and hybrid access with source-permission enforcement. Connector-specific constraints include custom handling for databases, deployment needs for some on-premises sources, and variable sync behavior.

Customer sentiment

Glean customer reviews and sentiment

Based on 11 public customer reviews. Source mix: 7 from trustradius.com, 3 from capterra.com, and 1 from gartner.com.

Customer sentiment is analyzed separately and does not determine the Reviews.vc editorial score.

11 public reviews analyzed
Positive
9%1 reviews
Mixed
91%10 reviews
Negative
0%0 reviews
Theme and findingMentionsPositiveNegative
Search and answers
Unified search helps employees find internal knowledge faster, though filters, result precision, and AI-chat answer accuracy can require improvement.
11118
Integrations
Searching connected business systems from one place saves time, while some users want broader source coverage and more granular filtering.
431
Content and permissions
Connectors and indexing enable consolidated knowledge access, but setup can require cross-team permissions and broken connections or source links may take time to resolve.
313
Onboarding
Natural-language access to company knowledge can speed employee onboarding, but connecting and indexing needed data sources requires meaningful upfront effort.
211
Ease of use
The interface makes both quick lookups and deeper cross-source searches feel intuitive, although answer quality depends on source content being organized and documented.
110

Mentions count unique reviews. One review can count as both positive and negative for the same theme when it describes a mixed experience.

This analysis reflects public customer reviews we could identify and access at the time of collection; the displayed source mix may influence the patterns shown.

Review sentiment over time

PeriodnPositiveMixedNegative
2024 Q4Limited sample1010
2025 Q4Limited sample4040
2026 Q1Limited sample1010
2026 Q3Limited sample2020

Only periods containing dated reviews are shown; gaps between labels mean no dated reviews were available for those periods.

Pricing and contract model

Enterprise Flex uses per-user monthly licensing contracted as an annual site-wide fee. Advanced capabilities draw from pooled organizational FlexCredits, but public numeric dollar pricing is not listed.

  • Additional FlexCredit packs are available as needed.
  • No public free-tier price or standard dollar tier is listed.

Integrations

Documented connections and access methods for Glean.

CRM

Salesforce Native

Messaging & collaboration

Slack Native

Developer/API

Indexing API and Push API Public API

AI protocol

MCP servers Protocol

Productivity suite

Microsoft 365 Native

Marketplace

Connector directory Native
  • Connector access can be indexed, live at query time, or hybrid; behavior varies by connector and configuration.

What's new

Recent product and company updates

  • 2026-08-26

    Glean Agents Go 2026

    Glean introduced independent agents, agent identity, coding-tool workflows, Git synchronization, Agent2Agent interoperability, evaluations, scanning, and expanded governance policies.

    Source
  • 2026-05-05

    May 2026 launch

    Glean introduced proactive task management, multi-workstream execution, write tools, Adaptive Reasoning, real-time voice, Canvas revision view, and a searchable Library.

    Source
  • 2026-06-04

    Glean adds support for NVIDIA Nemotron 3 Ultra

    Glean added NVIDIA Nemotron 3 Ultra as an open-model option.

    Source

FAQ

Does Glean publish pricing?
Glean Enterprise Flex uses per-user monthly licensing contracted as an annual site-wide fee, with pooled FlexCredits for advanced capabilities. Public numeric dollar prices are not listed.
What sources can Glean search?
Glean connects workplace sources including cloud storage, email, communication, documentation, ticketing, code, HR, sales, marketing, and project-management systems. Examples include Slack, Teams, Google Drive, Microsoft 365, Confluence, Jira, GitHub, Salesforce, Workday, and Asana.
How does Glean handle permissions?
Search results and citations enforce permissions from connected applications. Citations do not grant access to content a user could not otherwise open.
How fresh is Glean search content?
Access mode and freshness vary by connector and configuration. General Search states that new content is indexed as created and existing content is updated within minutes; some connectors can fetch content live or use hybrid access.
Review transparency Corrections policy
Change history
  1. 2026-09-18 Initial publication First published version of this review.
27 sources analyzed
  1. Workplace Search AI glean.com
  2. About connectors docs.glean.com
  3. Glean Enterprise Flex pricing docs.glean.com
  4. Connectors docs.glean.com
  5. Glean connectors glean.com
  6. About Search docs.glean.com
  7. Legal glean.com
  8. Glean Agents Go 2026 glean.com
  9. May 2026 launch glean.com
  10. Glean adds support for NVIDIA Nemotron 3 Ultra glean.com

Showing 10 of 27 sources · 17 additional sources analyzed

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  • Administration and measurement
  • Search and answers
  • Usability, support & value
  • Content and permissions