Updated April 29, 2026
LangGraph is LangChain's graph-based orchestration framework for stateful, multi-step AI agents. Workflows are modeled as directed graphs with nodes and edges, supporting cycles, conditional routing, and durable state. v1.0 released in 2026 with full enterprise certifications. Used in production by Uber, JPMorgan, BlackRock, and Cisco.
Vercel for background agents — hosting and deployment platform for long-running AI agents with sandboxed compute, scheduling, and message streaming.
Core capabilities each platform advertises.
What each tool does well, and the limitations to keep in mind.
Pros
Cons
Pros
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LangGraph and AutoGen are the only two frameworks with full enterprise certifications as of 2026. LangChain and LangGraph have 90M monthly downloads and power production at Uber, JPMorgan, BlackRock, and Cisco.
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