A useful knowledge assistant needs more than a chat box. It needs clean ingestion, reliable retrieval, citations, access control, evaluation, and a way for business teams to maintain content.
Appsentra Systems designs RAG assistants for customer support, employee helpdesk, operations, training, and internal documentation search.
Deliverables
- Source mapping and ingestion plan.
- Retrieval architecture using Azure AI Search or a suitable vector store.
- Citation handling and answer quality checks.
- Tenant-aware permissions and secure operational controls.
Problem
Teams usually reach this service when cost, delivery risk, architecture uncertainty, or AI adoption pressure starts slowing progress.
Who it is for
Founders, CTOs, engineering leaders, SaaS teams, and businesses modernizing existing platforms.
Deliverables
Architecture review notes, implementation roadmap, decision records, delivery guidance, and production readiness recommendations.