AI ORCHESTRATION

LangChain Development for Intelligent Applications

InterCode builds production AI systems with LangChain and LangGraph. From retrieval-augmented generation pipelines to multi-agent orchestration, we create AI applications that are reliable, observable, and ready for real-world workloads.

Build Production AI With LangChain and LangGraph

LangChain has become the standard framework for building applications powered by large language models, but moving from prototype to production requires careful engineering. InterCode's AI engineers design LangChain applications with proper error handling, token management, caching, and observability. We build RAG pipelines that retrieve relevant context from your documents, databases, and APIs before generating responses. Our pipelines use advanced chunking strategies, hybrid search combining vector and keyword retrieval, and reranking to maximize answer quality while minimizing hallucination. For complex workflows, we use LangGraph to build stateful multi-agent systems where specialized agents collaborate on tasks. This includes tool-using agents that interact with external APIs, planning agents that break down complex problems, and supervisor agents that coordinate the entire workflow with human-in-the-loop checkpoints.

When LangChain Is the Right Choice

Organizations building internal knowledge assistants that need to search across documents, databases, and APIs benefit from LangChain's retrieval and tool-use capabilities. InterCode designs these systems with proper access controls and citation tracking. Teams that need AI agents to perform multi-step tasks autonomously, like researching topics, generating reports, or processing customer requests, use our LangGraph implementations. We build agent workflows with error recovery, memory management, and human approval gates for high-stakes decisions.

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Add AI capabilities to your existing software without a big-bang rewrite. InterCode provides ai integration services — embedding LLMs, AI agents, and intelligent automation into your SaaS platform, internal tools, or enterprise systems.

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Move beyond prototypes with production-grade generative AI solutions. InterCode builds LLM-powered applications with retrieval-augmented generation, fine-tuned models, and robust guardrails that deliver reliable, accurate results in real business environments.

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Frequently Asked Questions

LangChain provides building blocks for LLM applications: chains, retrievers, and tools. LangGraph adds stateful graph-based orchestration for complex multi-step agent workflows with branching logic, cycles, and persistence. We use both together in most projects.

We use multiple strategies: semantic chunking tailored to your document types, hybrid search combining embeddings with BM25, reranking with cross-encoders, and evaluation pipelines that measure retrieval quality and answer accuracy on test datasets.

Yes. LangChain supports dozens of LLM providers including Anthropic Claude, Google Gemini, open-source models via Ollama, and custom fine-tuned models. We help you choose the right model for your use case based on quality, latency, and cost.

We add structured logging with LangSmith, implement retry logic with exponential backoff, set up token usage monitoring, add response caching, and build evaluation suites that catch regressions before deployment.

Yes. We build custom tools and retrievers that connect LangChain agents to your databases, APIs, and internal systems. This lets AI agents query real-time data and take actions within your existing infrastructure.

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Ready to Build AI-Powered Applications?

Describe your AI use case and we will design a LangChain architecture with a proof-of-concept in two weeks.

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