Insight section

Methodology Notes

How AAA.win designs tasks, scores runs, and decides what can be claimed.

English benchmark not enough AI agent

Why English Benchmarks Are Not Enough for AI Agent Selection

English-only results can hide localization, policy, and workflow failures in multilingual business settings.

6 min read · Global product teams and AI evaluation leads