Do not buy the average score
A high overall score is a useful filter, not a purchase decision. Teams should choose by the workflow they actually plan to automate and the cost of failure in that workflow.
- Premium agents can be justified for high-risk support or compliance work.
- Standard agents can be competitive in extraction and narrow language tasks.
- Low-cost options need stricter guardrails and fallback rules.
A better decision checklist
Choose the language, choose the task family, inspect the top failure tags, then run your own policy edge cases. The best agent is the one that stays reliable under your constraints.
Procurement note
AAA.win results are not paid placements. Vendors cannot buy score changes, and public claims should be tied to model versions and evaluation dates.