Design governance, evaluation, and orchestration systems that route tasks across heterogeneous AI models while balancing cost, latency, and reliability.
Advanced portfolios extend beyond simple model selection to orchestrating multi-step reasoning.
Use lightweight coordinator models that plan workflows, assign subtasks to specialized models, and integrate results. They act as conductors, ensuring each component contributes its strengths.
Introduce verification models focused on fact-checking, policy compliance, or output formatting. They operate as post-processors before responses reach end users, providing a final gate.