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Glean vs LangGraphwhich AI ops agent should you pick in 2026?

Enterprise AI worker — unified search, work assistant, and custom agents grounded in your company knowledge.

⚙️OpsAssistantSubscription
RAGMemoryTool use

LangChain's stateful multi-agent framework — graph-based orchestration with persistence and human-in-the-loop.

⚙️OpsAutonomousOpen source
Multi-agentTool useMemory

Glean vs LangGraph — specs

SpecGleanLangGraph
Agent Rank82 / 100 (A)68 / 100 (B)
AutonomyAssistantAutonomous
PricingSubscription · Free tierFree · OSS
Open sourceNoYes
CapabilitiesRAG, Memory, Tool useMulti-agent, Tool use, Memory
Integrations6 apps3 apps
VerifiedVerifiedVerified
ReleasedFeb 2025Jun 2024

Categories: GleanOps · LangGraphOps

Agent Rank breakdown

Glean
Agent Rank
82/ 100
AA-tier
Autonomy fit
7
Capabilities
6
Integrations
10
Pricing value
9
Polish & maturity
7
Verifiability
10

Auto-computed from autonomy, capabilities, integrations, pricing, maturity and editorial verification. Updated every deploy. How is this computed?

LangGraph
Agent Rank
68/ 100
BB-tier
Autonomy fit
9
Capabilities
6
Integrations
2
Pricing value
10
Polish & maturity
7
Verifiability
7

Auto-computed from autonomy, capabilities, integrations, pricing, maturity and editorial verification. Updated every deploy. How is this computed?

Pros & cons

Glean
Pros
  • +Single best enterprise knowledge agent in 2026 — instant grounding in your company data
  • +Custom Agents (Glean Agents) let teams build internal workflows without code
  • +Strong permission-aware retrieval — agents see only what users are allowed to
Cons
  • Enterprise-only — typically $50K+ ACV minimum
  • Initial connector setup takes weeks for full coverage
  • Pricier than ChatGPT Enterprise on a per-seat basis
LangGraph

Pricing

Glean
Recommended
Enterprise
Custom
Enterprises 200+ employees
  • +Unified search across 100+ apps
  • +Work assistant + custom agents
  • +SSO + enterprise data isolation
LangGraph

Which one should you pick?

Glean

Pick Glean if your stack spans many tools and integration depth is the constraint.

Try Glean →
LangGraph

Pick LangGraph if cost is the main constraint or if you want the highest autonomy and the verification loop is in place.

Try LangGraph →

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Frequently asked

Should I pick Glean or LangGraph in 2026?+

Pick Glean if your stack spans many tools and integration depth is the constraint. Pick LangGraph if cost is the main constraint or if you want the highest autonomy and the verification loop is in place. Most working teams running both can use Glean for primary work and LangGraph for the workflows where its specific strengths matter.

What's the price difference between Glean and LangGraph?+

Glean starts at Subscription · Free tier; LangGraph starts at Free · OSS. LangGraph is the cheaper entry option. For team deployments the TCO can differ — use the AI Agent Rank TCO calculator for your specific volume.

Which is more autonomous, Glean or LangGraph?+

LangGraph is the more autonomous of the two (Autonomous vs Assistant). Higher autonomy ships throughput faster but requires verification loops in place — see our autonomous-vs-copilot framing for when each tier wins.

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Want the real monthly cost at your volume? Run the TCO calculator →
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Glean vs LangGraph (2026): which AI ops agent wins? · AI Agent Rank