Your AI assistant can be powered by one or multiple AI models and agents, each optimized for its specific use case. This flexible system architecture allows H-Machina to combine model capabilities for maximum performance. For voice‑enabled use cases, we leverage OpenAI’s cutting‑edge speech models to enable natural, conversational interaction.

H-Machina builds assistants based your unique data assets, giving you complete control over what the system can access, discuss, and present. We design customization workflows covering knowledge base integration, data transformation, prompt engineering, and model fine‑tuning, enabling assistants that deliver accurate, brand‑aligned output and rich interactive content.

Working collaboratively with your internal team, we define and implement policy‑based safety controls and guardrails that manage both model inputs and outputs. This ensures that all AI‑driven interactions remain safe, compliant, and aligned with your brand and governance standards.

H-Machina will offer constructive advice on balancing cost, speed, and accuracy for every deployment. For instance, integrating distilled AI models (optimized derivatives of larger systems) with your project may result in significant cost reductions with minimal accuracy trade‑offs. Each system is engineered for high performance and operational efficiency.