Enterprise RAG Systems

We build AI systems that can search, interpret, and generate answers directly from your internal documents with full citation and compliance traceability

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What We Deliver

Retrieval-augmented generation systems for enterprise document repositories that require citation accuracy and compliance awareness. Systems handle structured and unstructured data sources, maintain document hierarchies, and provide source attribution for all generated responses.

Core Capabilities

Multi-modal retrieval across PDF documents, structured databases, and knowledge bases with ranking algorithms tuned to organisational document types. Response generation includes direct citations to source materials with page and section references. Systems distinguish between mandatory requirements and guidance in regulatory contexts.

Technical Approach

Document processing pipelines handle OCR, table extraction, and metadata preservation. Vector embeddings are optimised for domain-specific terminology. Retrieval chains implement business rule filters before generation. User feedback mechanisms retrain ranking models over time.

Usecases

Regulatory compliance research, customer support knowledge bases, technical documentation systems, and due diligence workflows. Most effective when accurate source attribution is required and the document corpus has a clear structure or classification.