I would evaluate retrieval, ranking, and recommendation quality by asking what changes for the user, what remains deterministic and what evidence supports release. The system can be improved through observable retrieval stages instead of through prompt changes alone. Read custom ai development services. The complete project resource is available at https://ai-software-development.net/. See custom ai development services for the related overview.