Methodology

AAA.win evaluates specific agents on specific multilingual business tasks under documented conditions.

Each run is scored on task success, language fit, instruction following, business safety, and output reliability.

Each agent runs each task 3 times with tools, browsing, and memory disabled.

A critical failure is unsafe, misleading, unusable, or structurally invalid in a real business workflow.

Vendors cannot pay to change scores. Sponsored placements, if introduced later, will be labeled separately.