Where It Fits
Where does Glean belong in the stack?
Glean's primary role: Enterprise Search & Work AI. It is Core across Find, supports Assist and Automate, and touches Create and Analyze.
Assist
- AI assistant: Supports
Find
- Web research: Touches
- Enterprise search: Core
Create
- Documents: Touches
- Meeting notes: Touches
Analyze
- Data analysis: Touches
Automate
- Automation: Supports
Glean beside the rest of its stack
Every product we cover on AI Knowledge Work, on the layers it owns, placed by what its practitioners report. Pick any of them to compare.
Signals from
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Each product sits on the layers it owns, placed left to right by how far its positive sources lead its negative ones. A disc's area is its sources in this view and its tone is its band. Products with fewer than 20 sources from 15 authors have no net and sit at the right, under Unscored. The teal line joins Glean across its layers.
Read the field as a table
| Product | Core on | Supports | Overall Signal | Net | Sources | Positive | Mixed | Negative |
|---|---|---|---|---|---|---|---|---|
| Hex | Data analysis | Automation | Strong positive | +65 | 33 | 22 | 11 | 0 |
| Claude | AI assistant | Web research, Enterprise search, Documents, Data analysis, Automation | Positive | +44 | 28 | 15 | 11 | 2 |
| Databricks Genie | Data analysis | AI assistant, Enterprise search, Automation | Positive | +36 | 41 | 21 | 14 | 6 |
| Snowflake CoWork | Data analysis | AI assistant, Enterprise search, Automation | Positive | +36 | 26 | 12 | 10 | 4 |
| ChatGPT | AI assistant | Web research, Enterprise search, Documents, Meeting notes, Data analysis, Automation | Mixed | +14 | 38 | 17 | 11 | 10 |
| Confluence | Enterprise search, Documents | AI assistant, Automation | Mixed | +8 | 36 | 18 | 3 | 15 |
| Fireflies | Meeting notes | Enterprise search, Documents, Data analysis, Automation | Mixed | +6 | 36 | 18 | 2 | 16 |
| Notion AI | Enterprise search, Documents | AI assistant, Web research, Meeting notes, Automation | Mixed | +5 | 21 | 9 | 5 | 7 |
| n8n | Automation | Enterprise search | Mixed | 0 | 27 | 8 | 11 | 8 |
| Microsoft Copilot | AI assistant, Enterprise search | Web research, Documents, Meeting notes, Data analysis, Automation | Mixed | −3 | 40 | 12 | 15 | 13 |
| Zapier | Automation | None | Mixed | −4 | 24 | 9 | 5 | 10 |
| Power Automate | Automation | Data analysis | Mixed | −6 | 48 | 15 | 15 | 18 |
| Looker | Data analysis | Automation | Mixed | −8 | 27 | 7 | 10 | 10 |
| Gemini | AI assistant, Enterprise search | Web research, Documents, Meeting notes, Data analysis, Automation | Negative | −24 | 46 | 10 | 16 | 20 |
| Perplexity | AI assistant, Web research | Enterprise search, Documents, Data analysis, Automation | Negative | −25 | 20 | 5 | 5 | 10 |
| Otter | Meeting notes | Enterprise search, Documents, Automation | Strong negative | −69 | 36 | 3 | 5 | 28 |
| Open WebUI | AI assistant | Web research, Enterprise search, Automation | Strong negative | −74 | 35 | 2 | 5 | 28 |
| Make | Automation | None | Below minimum | none | 19 | 6 | 7 | 6 |
| Microsoft Copilot Studio | Automation | Enterprise search | Below minimum | none | 15 | 2 | 3 | 10 |
| Glean | Enterprise search | AI assistant, Automation | Below minimum | none | 14 | 9 | 4 | 1 |
| Granola | Meeting notes | Enterprise search, Documents, Automation | Below minimum | none | 14 | 8 | 2 | 4 |
| Fathom | Meeting notes | Enterprise search, Automation | Below minimum | none | 9 | 2 | 4 | 3 |
| Gemini Enterprise | AI assistant, Enterprise search | Web research, Documents, Data analysis, Automation | Below minimum | none | 8 | 0 | 4 | 4 |
| Grok | AI assistant | Web research, Enterprise search, Documents, Data analysis, Automation | Below minimum | none | 0 | 0 | 0 | 0 |
Each author counts once.
Stack Footprint
What is Glean used for, and by whom?
Enterprise Search, also listed under AI assistants and knowledge management.
Assist
AI assistant: Supports
AI assistant, supports. Glean Assistant chats over company and web data with a choice of 40+ models from OpenAI, Google, Anthropic, and others, so it can be the employee assistant. Teams that want a general assistant with its own apps still run ChatGPT, Claude, or Gemini, which reach Glean through its MCP server.
Find
Web research: Touches
Web research, touches. Assistant answers can draw on world knowledge alongside enterprise data, but Glean is built around a company's own sources, and cited research across the public web belongs to a research tool.
Enterprise search: Core
Enterprise search, core. Glean's primary role is cross-app search. Native, MCP, and push connectors index 275+ apps, mirror each permission map, and feed permission-aware search, Assistant answers, and the people directory.
Create
Documents: Touches
Documents, touches. Canvas drafts documents and pages from company context, and slide generation is metered. The documents and wikis remain in Google Workspace, Microsoft 365, Confluence, or Notion.
Meeting notes: Touches
Meeting notes, touches. Glean Meeting Notes transcribes meetings and writes summaries and action items as a metered feature. Connectors index Zoom, Gong, and Granola notes, and dedicated meeting capture stays with a meeting-notes tool.
Analyze
Data analysis: Touches
Data analysis, touches. Assistant data analysis works on uploaded files. Generally available connections to Salesforce, Jira, Snowflake, Databricks, BigQuery, Sigma, and Power BI answer structured-data questions. Dashboards and analysis stay in tools such as Hex, which Glean reaches through an MCP connector.
Automate
Automation: Supports
Automation, supports. Glean Agents run triggered and scheduled workflows with native and MCP tools. By default an agent acts under each user's permissions; since October 1, 2026, builders can give an agent its own governed identity with admin-managed service credentials. Teams build agents in Agent Builder or, since October 21, 2026, as code from Claude Code, Codex, or Cursor (a spec.yaml plus instructions.md reviewed in Git). Both kinds publish to Glean's runtime with the same permissions. The code path supports Auto mode agents only. Multi-step cross-app automation and non-AI triggers stay in tools such as Zapier or n8n.
Used for company knowledge search, question answering, employee onboarding, and work automation, by knowledge workers, IT teams, and business leaders.
- Business Area
- Company-wide
- Function
- Knowledge Work
- Operating Stack
- AI Knowledge Work
- Primary Role
- Enterprise Search & Work AI
How to read this map. Each layer lists the products that structurally own it, so a product that only touches a layer isn't listed among its owners. Glean is underlined in teal where it is Core, and its rows sit a shade lighter; where it supports or touches a layer, that row names it first.
Assist
Glean: supports on 1 of 1 layer
General AI assistant
A conversational workspace where people draft, reason, summarize, and get answers on any task, with their files and connected apps as context.
- Glean supportsSupportingGlean Assistant chats over company and web data with a choice of 40+ models from OpenAI, Google, Anthropic, and others, so it can be the employee assistant. Teams that want a general assistant with its own apps still run ChatGPT, Claude, or Gemini, which reach Glean through its MCP server.
- ChatGPTAI AssistantChatGPTOpenAI+14 MixedChatGPT writes and researches, analyzes files and data, and runs multi-step tasks through ChatGPT Work. OpenAI sells Free, Go, Plus, and Pro plans to individuals, and Business and Enterprise workspaces to organizations.Owns this layerGeneral AI assistantOpen product page
- ClaudeAI AssistantClaudeAnthropic+44 PositiveAnthropic's work assistant: chat, Projects, research, documents and slides, connectors to company tools, hand-off tasks, and @Claude in Slack on Free, Pro, Max, Team, and Enterprise plans.Owns this layerGeneral AI assistantOpen product page
- GeminiAI AssistantGeminiGoogle−24 NegativeGoogle's Gemini assistant for work: the Gemini app with a work account, and Gemini in Gmail, Docs, Sheets, Meet, and Drive in Google Workspace Business and Enterprise plans. Gemini Enterprise adds search and agents across company apps.Owns this layerGeneral AI assistantOpen product page
- Gemini EnterpriseAI AssistantGemini EnterpriseGoogle−42 NegativeGoogle's workplace AI app, formerly Google Agentspace. Employees chat with Gemini over company data from Microsoft 365, Google Workspace, Jira, Salesforce and other connected apps, and build no-code agents. Sold per user per month in editions.Owns this layerGeneral AI assistantOpen product page
- GrokAI AssistantGrokxAI+9 MixedGrok is the assistant xAI (SpaceXSI in its current documentation) runs at grok.com and in the iOS and Android apps. It chats, analyzes uploaded files, creates images and video with Grok Imagine, talks by voice, and reaches email, files, and calendars through connectors. Paid plans draw on one weekly usage pool.Owns this layerGeneral AI assistantOpen product page
- Microsoft CopilotAI AssistantMicrosoft CopilotMicrosoft−3 MixedMicrosoft Copilot is an assistant for Microsoft 365 users. Copilot Chat comes with eligible plans. The paid license answers from each user's email, files, meetings, and chats. It adds Copilot to Word, Excel, PowerPoint, Outlook, and Teams, plus agents built in Agent Builder and Copilot Studio.Owns this layerGeneral AI assistantOpen product page
- Open WebUIAI AssistantOpen WebUIOpen WebUI−74 Strong negativeOpen WebUI is a self-hosted chat interface that puts local models served by Ollama or llama.cpp and hosted model APIs behind one web app, with user accounts, knowledge and RAG, tools and MCP, SSO, LDAP, RBAC, and SCIM. It is free to use as-is under its own license, which keeps the branding above 50 users; enterprise licenses add white-labeling and support.Owns this layerGeneral AI assistantOpen product page
- PerplexityAI SearchPerplexityPerplexity−25 NegativePerplexity searches the web and answers with inline citations. It adds Deep Research, model choice, Projects for shared files, and Computer for multi-step tasks. Companies buy Enterprise Pro or Enterprise Max seats.Owns this layerGeneral AI assistantOpen product page
Find
Glean: core on 1 of 2 layers; touches on 1 of 2 layers
Web research & cited answers
Searching the public web and synthesizing what it finds into answers and reports that cite their sources.
- Glean touchesAdjacentAssistant answers can draw on world knowledge alongside enterprise data, but Glean is built around a company's own sources, and cited research across the public web belongs to a research tool.
- PerplexityAI SearchPerplexityPerplexity−25 NegativePerplexity searches the web and answers with inline citations. It adds Deep Research, model choice, Projects for shared files, and Computer for multi-step tasks. Companies buy Enterprise Pro or Enterprise Max seats.Owns this layerWeb research & cited answersOpen product page
Enterprise search & company knowledge
Finding answers across the company's own apps and documents while respecting each source's permissions.
- Glean
- ConfluenceTeam WorkspaceConfluenceAtlassian+8 MixedConfluence is Atlassian's team wiki, with pages, live docs, whiteboards, and databases linked to Jira. Standard, Premium, and Enterprise Cloud include Rovo. It answers across Confluence, Jira, and connected apps. Rovo also writes in the editor and runs agents against pooled monthly credits.Owns this layerEnterprise search & company knowledgeOpen product page
- GeminiAI AssistantGeminiGoogle−24 NegativeGoogle's Gemini assistant for work: the Gemini app with a work account, and Gemini in Gmail, Docs, Sheets, Meet, and Drive in Google Workspace Business and Enterprise plans. Gemini Enterprise adds search and agents across company apps.Owns this layerEnterprise search & company knowledgeOpen product page
- Gemini EnterpriseAI AssistantGemini EnterpriseGoogle−42 NegativeGoogle's workplace AI app, formerly Google Agentspace. Employees chat with Gemini over company data from Microsoft 365, Google Workspace, Jira, Salesforce and other connected apps, and build no-code agents. Sold per user per month in editions.Owns this layerEnterprise search & company knowledgeOpen product page
- Microsoft CopilotAI AssistantMicrosoft CopilotMicrosoft−3 MixedMicrosoft Copilot is an assistant for Microsoft 365 users. Copilot Chat comes with eligible plans. The paid license answers from each user's email, files, meetings, and chats. It adds Copilot to Word, Excel, PowerPoint, Outlook, and Teams, plus agents built in Agent Builder and Copilot Studio.Owns this layerEnterprise search & company knowledgeOpen product page
- Notion AITeam WorkspaceNotion AINotion+5 MixedNotion AI works inside the Notion workspace. Notion Agent writes and edits pages and databases. Enterprise Search answers across Notion and connected apps. AI Meeting Notes transcribes meetings, and Custom Agents run recurring work on Notion credits.Owns this layerEnterprise search & company knowledgeOpen product page
- Onyx
Create
Glean: touches on 2 of 2 layers
Writing & documents
Drafting, editing, and organizing the documents, wikis, and project pages a team works from.
- Glean touchesAdjacentCanvas drafts documents and pages from company context, and slide generation is metered. The documents and wikis remain in Google Workspace, Microsoft 365, Confluence, or Notion.
- ConfluenceTeam WorkspaceConfluenceAtlassian+8 MixedConfluence is Atlassian's team wiki, with pages, live docs, whiteboards, and databases linked to Jira. Standard, Premium, and Enterprise Cloud include Rovo. It answers across Confluence, Jira, and connected apps. Rovo also writes in the editor and runs agents against pooled monthly credits.Owns this layerWriting & documentsOpen product page
- Notion AITeam WorkspaceNotion AINotion+5 MixedNotion AI works inside the Notion workspace. Notion Agent writes and edits pages and databases. Enterprise Search answers across Notion and connected apps. AI Meeting Notes transcribes meetings, and Custom Agents run recurring work on Notion credits.Owns this layerWriting & documentsOpen product page
Meeting capture & notes
Transcribing meetings and turning them into notes, decisions, and follow-ups people can act on.
- Glean touchesAdjacentGlean Meeting Notes transcribes meetings and writes summaries and action items as a metered feature. Connectors index Zoom, Gong, and Granola notes, and dedicated meeting capture stays with a meeting-notes tool.
- FathomAI Meeting NotesFathomFathom (part of Superhuman)+23 PositiveFathom records Zoom, Google Meet, and Microsoft Teams calls with a bot, or bot-free on Mac, and writes summaries and action items after each call. The free plan has unlimited recordings. Fathom has been part of Superhuman since Sep 14, 2026.Owns this layerMeeting capture & notesOpen product page
- FirefliesAI Meeting NotesFirefliesFireflies.ai+6 MixedAI meeting assistant from Fireflies.ai. Its notetaker, Fred, joins Zoom, Google Meet, and Teams meetings from the calendar, records them, and sends attendees transcripts and summaries with action items. Desktop, Chrome, and mobile apps capture calls without a bot, and AI Skills, CRM sync, an API, and an MCP server send meeting data to other tools.Owns this layerMeeting capture & notesOpen product page
- GranolaAI Meeting NotesGranolaGranola+68 Strong positiveGranola captures computer or phone audio without a meeting bot. It expands typed notes into full notes, action items, and follow-ups.Owns this layerMeeting capture & notesOpen product page
- OtterAI Meeting NotesOtterOtter.ai−69 Strong negativeOtter.ai records Zoom, Google Meet, and Microsoft Teams calls with a bot, or captures desktop audio without one. It keeps searchable audio and live transcripts, plus summaries and action items you can query.Owns this layerMeeting capture & notesOpen product page
Analyze
Glean: touches on 1 of 1 layer
Data analysis & reporting
Querying structured business data and turning it into analyses, notebooks, dashboards, and reports.
- Glean touchesAdjacentAssistant data analysis works on uploaded files. Generally available connections to Salesforce, Jira, Snowflake, Databricks, BigQuery, Sigma, and Power BI answer structured-data questions. Dashboards and analysis stay in tools such as Hex, which Glean reaches through an MCP connector.
- Databricks GenieAI Data AnalysisDatabricks GenieDatabricks+36 PositiveDatabricks Genie answers data questions in plain language. Data teams curate Genie Agents, formerly Genie Spaces, on Unity Catalog data with example SQL and SQL expressions, then test them with benchmarks. Business users ask in Genie One or on mobile, or through the Genie Agents API. The SQL Genie generates is always read-only and runs under the user's Unity Catalog permissions.Owns this layerData analysis & reportingOpen product page
- HexAI Data AnalysisHexHex+65 Strong positiveSQL and Python notebooks, data apps, and two warehouse agents: Notebook Agent for data teams and Threads for business users.Owns this layerData analysis & reportingOpen product page
- LookerAI Data AnalysisLookerGoogle−8 MixedGoogle Cloud's BI platform. Data teams define metrics, joins, and access in LookML. People explore, build dashboards, and ask natural-language questions through Gemini in Looker's Conversational Analytics. Sold as Looker (Google Cloud core) platform editions plus user licenses, separate from free Data Studio, formerly Looker Studio.Owns this layerData analysis & reportingOpen product page
- Snowflake CoWorkAI Data AnalysisSnowflake CoWorkSnowflake+36 PositiveSnowflake's data assistant for business users, renamed from Snowflake Intelligence on June 2, 2026. Cortex Agents query tables through semantic views and documents through Cortex Search, under each user's roles. CoWork bills AI Credits by token use, with no seat fee.Owns this layerData analysis & reportingOpen product page
- Power BI
Automate
Glean: supports on 1 of 1 layer
Workflow automation & agents
Moving work between apps through triggered workflows and agents that run multi-step tasks within the permissions they are given.
- Glean supportsSupportingGlean Agents run triggered and scheduled workflows with native and MCP tools. By default an agent acts under each user's permissions; since October 1, 2026, builders can give an agent its own governed identity with admin-managed service credentials. Teams build agents in Agent Builder or, since October 21, 2026, as code from Claude Code, Codex, or Cursor (a spec.yaml plus instructions.md reviewed in Git). Both kinds publish to Glean's runtime with the same permissions. The code path supports Auto mode agents only. Multi-step cross-app automation and non-AI triggers stay in tools such as Zapier or n8n.
- Microsoft Copilot StudioWorkflow AutomationMicrosoft Copilot StudioMicrosoft−53 Strong negativeMicrosoft's agent builder, formerly Power Virtual Agents. Makers build agents and agent flows with Power Platform connectors, MCP servers and a choice of models, and publish them to Microsoft 365 Copilot, Teams and websites. Usage bills in Copilot Credits.Owns this layerWorkflow automation & agentsOpen product page
- MakeWorkflow AutomationMakeCelonis0 MixedMake, formerly Integromat and owned by Celonis, connects 3,500+ apps through visual scenarios built from modules, routers, and iterators. Each module operation is billed in credits. Make AI Agents are in open beta, and the Make MCP server lets assistants such as Claude and ChatGPT run scenarios.Owns this layerWorkflow automation & agentsOpen product page
- n8nWorkflow Automationn8nn8n0 Mixedn8n connects 500+ integrations in visual workflows with code steps and AI Agent nodes. It bills per workflow execution. It runs on n8n Cloud or self-hosted under n8n's fair-code license.Owns this layerWorkflow automation & agentsOpen product page
- Power AutomateWorkflow AutomationPower AutomateMicrosoft−6 MixedMicrosoft's workflow automation service, formerly Microsoft Flow. Cloud flows connect Microsoft 365 and 1,500+ connectors. Desktop flows automate Windows and legacy applications, and process mining maps how work actually runs. Agent flows in Copilot Studio run the same kind of deterministic steps for agents, billed in Copilot Credits.Owns this layerWorkflow automation & agentsOpen product page
- ZapierWorkflow AutomationZapierZapier−4 MixedZapier connects 9,000+ business apps through Zaps. AI by Zapier steps cost tasks by model tier, and Zapier MCP lets assistants call app actions. Zapier is moving standalone Agents into AI by Zapier.Owns this layerWorkflow automation & agentsOpen product page