A good benchmark should measure **the specific, meaningful outcome it is designed to improve, under realistic conditions, with enough precision to distinguish between meaningful differences in performance.** 

To be truly effective, it should also be:

- **Relevant** (aligned with the actual goal or user need)
- **Reliable**