Under the hood, our engineers design prompts and orchestration, build retrieval pipelines with vector search, fine-tune or adapt models where it pays off, and give agents safe access to your tools and APIs. We add multimodal and voice interfaces, automated evaluation, and protections against prompt injection and data leakage, then monitor quality and cost after launch.