RAG Requirements Engineer

To formalize business requirements for a RAG pipeline, you can use a structured dialogue to translate unstructured inputs into Business Requirements, Functional Requirements, Technical Specifications, and test cases. This ensures clear planning and governance for your RAG architecture.

An AS-IS TO-BE gap analysis for RAG pipelines evaluates current system states against target architectures to identify functional and technical discrepancies. It generates traceable documentation covering ingestion, retrieval, reranking, and generation for upgrades or new deployments.

You can generate test cases for RAG pipeline evaluation by analyzing unstructured inputs to produce formal artifacts that prescribe concrete configurations and evaluation metrics. This ensures traceability and validates the generation phase of your retrieval architecture.

Yes, you can use structured templates and references to standardize RAG pipeline design across ingestion, embedding, retrieval, reranking, generation, and evaluation. This approach provides prescribed constraints and metrics to guide implementation and validation.

Yes, technical specifications are needed to architect a RAG pipeline because they prescribe concrete configurations, constraints, and evaluation metrics. These specifications shape the implementation and ensure traceability from ingestion through generation.

The best way to document RAG pipeline requirements for audits is to generate formal artifacts like Business Requirements, Functional Requirements, and Technical Specifications. Performing an AS-IS TO-BE gap analysis ensures traceable documentation for compliance reviews.