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LangGraph is specifically designed for AI-native workflows with built-in support for LLM interactions, prompt management, and token optimization. While Airflow excels at data processing pipelines, LangGraph focuses on agent coordination, state management, and AI model orchestration with specialized features like human-in-the-loop capabilities.
LangSmith pricing starts with a free Developer plan (5k traces/month), Plus plan at $39/seat/month (10k traces included), and Enterprise with custom pricing. Additional traces cost $2.50-$5.00 per 1k traces. Production deployments also incur uptime costs ($0.0036/min for production deployments).
Yes, but it requires architectural changes from conversation-driven to state-machine design. LangGraph provides migration guidance, but you'll need to redesign agent interactions as explicit workflow graphs with defined state transitions rather than emergent conversation patterns.
Enterprise customers can choose between cloud-hosted, hybrid (SaaS control plane with self-hosted data plane), or fully self-hosted deployments. This ensures data never leaves your VPC while maintaining the benefits of workflow orchestration and monitoring.
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Last verified March 2026