New framework evaluates LLMs across multiple dimensions before deployment

1. Measure latency metrics including Time to First Token (TTFT) and p50/p95/p99 percentiles.
2. Calculate the total cost per successful task rather than just the cost per API request.
3. Test model scalability by monitoring throughput and system degradation under concurrent loads.