RAG Pipeline Development Partner, Bengaluru

We default to custom pipelines for production applications because they provide better performance, debuggability, and long-term maintainability. For prototypes and internal tools with standard patterns, we will use LangChain when it is the right tool. The decision is always based on your specific requirements, not a blanket preference.

A production-ready pipeline for a single use case typically takes 4-6 weeks, covering ingestion, retrieval, prompt engineering, quality evaluation, and deployment. Complex multi-source, multi-modal pipelines take 8-12 weeks.

Yes. RAG quality improvement is one of our most common engagements. We audit your current pipeline, chunking strategy, embedding model, retrieval approach, prompt design, and implement targeted improvements. Most teams see measurable quality gains within 2-3 weeks of focused optimization.