Glean vs LangGraph

A side-by-side look at pricing, capabilities, pros, cons, and our editorial scores.

	Glean Agents	LangGraph Agents
Tagline	Work AI platform that unifies enterprise knowledge, search, and agents	Stateful, graph-based agent orchestration from LangChain.
Category	Agents	Agents
Pricing	Enterprise· Enterprise pricing only; commonly reported in the $40-50/user/month range with a floor typically starting around 100 seats. No public self-serve tier. Contact sales for a quote.	Freemium· Free open-source; LangGraph Platform paid
Model	Model-agnostic: routes across 35+ LLMs including GPT-4o, Claude 3.5/4 Sonnet, Gemini 1.5/2, Llama 3, Mistral, plus Glean in-house models	BYO (Claude / GPT / open)
Editorial score	8.5 / 10	8.8 / 10
Use cases	Enterprise search across Slack, Drive, Confluence and JiraCompany-wide AI assistant with citationsNo-code agent building for internal workflowsSales account and prospect research agentsEngineering on-call and incident-summary botsHR and IT helpdesk ticket triageNew-hire onboarding assistantExecutive briefing and meeting-prep summariesPolicy and compliance Q&A over internal docsKnowledge-graph-powered people and expertise finder	stateful agentshuman-in-loopproduction
Pros	Deep, permissions-aware indexing of 100+ enterprise SaaS and on-prem sources out of the box Model-agnostic: route between 35+ LLMs including OpenAI, Anthropic, Gemini, and open-source No-code Agent Builder plus SDK/API for developers to ship custom agents Strong governance: SOC 2 Type II, ISO 42001, HIPAA, GDPR, full audit trails and observability Native surfaces in Slack, Teams, browser and mobile so adoption doesn't require a new app Reference customers at scale (Booking.com, Zillow, Samsung, Rivian) validating large-enterprise readiness Enterprise-grade knowledge graph goes beyond RAG with people, projects and topic signals	Reliable, debuggable agent graphs Built-in persistence + HITL Production-grade Tight LangSmith integration
Cons	Enterprise-only pricing and seat minimums put it out of reach for SMBs and individuals No public pricing page - procurement cycles are long and quotes vary widely Initial connector rollout, permission mapping and change-management can take weeks to months Agent quality is bottlenecked by the messiness of the underlying enterprise data Overlaps with newer offerings from Microsoft Copilot, Google Gemini for Workspace and ChatGPT Enterprise, forcing buyers into a platform decision	Steeper learning curve than CrewAI Verbose to set up
Website	www.glean.com	www.langchain.com

Pick Glean if

✅ Deep, permissions-aware indexing of 100+ enterprise SaaS and on-prem sources out of the box
✅ Model-agnostic: route between 35+ LLMs including OpenAI, Anthropic, Gemini, and open-source
✅ No-code Agent Builder plus SDK/API for developers to ship custom agents
✅ Strong governance: SOC 2 Type II, ISO 42001, HIPAA, GDPR, full audit trails and observability

Pick LangGraph if

✅ Reliable, debuggable agent graphs
✅ Built-in persistence + HITL
✅ Production-grade
✅ Tight LangSmith integration

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