Retrieval-augmented generation
We engineer retrieval, permissions, chunking, ranking, evaluation and citations so answers are grounded in the knowledge your organisation can trust.
What this means
RAG is not a single database connection. It is an information architecture spanning ingestion, metadata, access, retrieval, generation, evidence and continuous evaluation.
Ingest, clean, classify and refresh approved information.
We ingest, clean, classify and refresh approved information so retrieval is built on a governed, current knowledge base.
Combine semantic, lexical and metadata-aware search.
Semantic, lexical and metadata-aware search are combined so retrieval finds the right passage, not just a similar-sounding one.
Respect user, document and business-unit permissions.
Retrieval respects user, document and business-unit permissions, so answers never leak information beyond what a user can already see.
Compose responses that remain bounded by retrieved context.
Responses are composed to stay bounded by retrieved context, reducing the risk of confident but unsupported answers.
Expose sources so users can verify important answers.
Every important answer exposes its sources, so users can verify claims rather than trust them blindly.
Test retrieval recall, grounding and task usefulness.
We test retrieval recall, grounding accuracy and task usefulness continuously, not just at launch.
Ownership, freshness, structure and permissions determine whether retrieval can work. We map those concerns before choosing a vector store or embedding model.
A fluent answer can hide weak retrieval. We evaluate the search result and generated response independently, then test the end-to-end task.
Source data changes, policies expire and teams gain or lose access. The system needs observable ingestion and refresh behaviour, not a one-time index.
How we work
Define outcomes, users, constraints and the existing technical landscape.
Choose practical boundaries, integrations, delivery stages and quality gates.
Build in transparent increments with testing and security embedded.
Release, observe, support and improve with clear ownership.
Build with Genesis
Bring us the outcome, the complexity and the constraints. We will help you shape the right path forward.
