CrewAI vs Glean

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

	CrewAI Agents	Glean Agents
Tagline	Python framework for multi-agent orchestration.	Work AI platform that unifies enterprise knowledge, search, and agents
Category	Agents	Agents
Pricing	Freemium· Free open-source core; cloud platform paid	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.
Model	BYO (Claude / GPT / open)	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
Editorial score	8.4 / 10	8.5 / 10
Use cases	multi-agentorchestrationPython	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
Pros	Clean Python API Strong role/goal abstractions Active community Hosted platform for deployment	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
Cons	Production observability still maturing Debugging multi-agent flows is hard	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
Website	www.crewai.com	www.glean.com

Pick CrewAI if

✅ Clean Python API
✅ Strong role/goal abstractions
✅ Active community
✅ Hosted platform for deployment

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

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