Langgraph Architecturev1.0.1

A stateful chatbot that handles multi-turn customer inquiries, escalates to human agents when needed, and maintains conversation context across sessions. Ideal for e-commerce or SaaS platforms needing persistent support interactions with approval gates for sensitive actions.

A multi-agent system where one agent analyzes market data, another provides personalized investment recommendations, and a supervisor ensures compliance checks. Uses LangGraph for complex control flow and persistence to resume from checkpoints during lengthy analyses.

Coordinates multiple LLM agents to process patient symptoms, retrieve medical guidelines, and generate diagnostic suggestions with human-in-the-loop validation from doctors. Leverages LangGraph's state management for reliable, error-recoverable workflows in regulated environments.

A handoff pattern where agents sequentially handle research, drafting, and editing of marketing content, with streaming for real-time progress updates. Uses subgraphs for reusable components like fact-checking across different content types.

Monitors inventory levels, predicts demand, and coordinates logistics agents using conditional edges for routing based on real-time data. Implements persistence with PostgresSaver for scalable, concurrent operations in dynamic environments.

Offer LangGraph-powered conversational AI as a cloud API with tiered pricing based on usage and features like persistence or multi-agent coordination. Targets businesses needing scalable, stateful automation without infrastructure overhead.

Provide expertise in designing and implementing LangGraph architectures for clients in industries like finance or healthcare, focusing on complex workflows and integration with existing systems. Revenue comes from project-based fees and ongoing support contracts.

Develop pre-built LangGraph applications (e.g., customer support bots or internal tool assistants) that enterprises can brand and deploy internally. Includes features like supervisor patterns and streaming for real-time dashboards.