AI / LLM comparison

Glean vs Semantic Kernel

Pricing, pros, cons, and ideal use cases — side by side.

GleanEnterprise

An enterprise AI platform that connects to company apps to power permission-aware search, an assistant, and agents over internal knowledge.

Visit Glean

An open-source SDK from Microsoft for integrating LLMs into applications, with a focus on enterprise-grade orchestration in C#, Python, and Java.

Visit Semantic Kernel

At a glance

GleanSemantic Kernel
PricingEnterpriseEnterprise pricing, quoted per organization and typically seat-based.FreeOpen-source (MIT), free. Costs come from the model APIs you call.
CategoryAI / LLMAI / LLM
Ideal for
Large enterprises with knowledge spread across many toolsTeams deploying an internal AI assistantOrganizations that need permission-aware AI search
.NET and Java enterprise development teamsOrgs embedding AI into existing applicationsMicrosoft-ecosystem shops

Pros & cons

Glean

Pros
  • Permission-aware search across the whole app estate
  • Mature connector library for enterprise SaaS
  • Assistant and agent layer on a trusted knowledge graph
  • Strong fit for large, complex organizations
Cons
  • Enterprise pricing and a real procurement process
  • Value depends on broad connector deployment
  • Overkill for small teams or simple stacks

Semantic Kernel

Pros
  • First-class C#, Python, and Java support
  • Designed to fit into existing enterprise apps
  • Backed and maintained by Microsoft
  • Clean plugin and function abstractions
Cons
  • Smaller ecosystem than Python-first frameworks
  • Roadmap is converging with Microsoft Agent Framework
  • Less suited to rapid Python prototyping

Which should you choose?

Semantic Kernel is the lighter-weight option (Free), while Glean sits higher on the pricing ladder (Enterprise). Glean is built around large enterprises with knowledge spread across many tools; Semantic Kernel leans more toward .net and java enterprise development teams. Shortlist the one whose strengths line up with your biggest constraint.

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