LLM Applications & Retrieval-Augmented Generation
Assistants that answer from your approved sources only, cite what they used, and respect who is allowed to see what.
What we offer
- Retrieval pipelines: chunking, embedding, hybrid search, and re-ranking tuned on your corpus
- Access-aware RAG: document permissions enforced at retrieval time, not after the fact
- Evaluation: question sets drawn from real usage, scored for faithfulness and coverage before launch
- Model selection and fine-tuning: benchmark frontier and open-weight models on your tasks; tune only where it pays
Typical applications
- Policy and procedure assistants for regulated teams
- Clinical reference tools with version-pinned guidelines
- Contract and case-file search for legal and professional services
- Internal engineering and IT knowledge bases
Deliverables
- Ingestion and retrieval services deployed in your cloud
- Evaluation dashboard with regression alerts
- Admin tooling for source management and access rules