Personally I do trust them, but I mainly look at the Intelligence Index vs. Time per Task, and Intelligence Index vs. Cost per Task

The per token charts do not provide meaningful information for me

I also find the provider benchmarks fascinating: https://artificialanalysis.ai/models/deepseek-v4-1-flash-101...