面向生产环境的 LLM 基准测试框架：7 维评估体系

I wrote a practical framework for benchmarking LLMs before putting them into production.

The main idea: a benchmark score alone doesn't tell you which model should ship.

I break evaluation into 7 dimensions:

• Quality
• Reliability
• Latency
• Cost
• Safety
• Scalability
• Production fit

I also cover golden datasets, controlled experiments, LLM-as-judge, failure analysis, statistical confidence, and turning evaluation evidence into a production decision.

I'd especially like feedback from people who have built LLM evaluation systems in production.

link - https://medium.com/@hamzashaikhm123/how-to-benchmark-llms-for-production-e375abcd157a