如何从治理而非仅能力角度评估 AI 供应商
能力基准告诉你模型能做什么。治理评估告诉你是否能安全依赖它进行生产 AI。这是大多数团队跳过的框架。
能力基准告诉你模型在你评估那天能做什么。治理评估告诉你是否能在企业软件部署实际持续的 24-36 个月内安全依赖该模型。
六个治理评估维度
维度 1：版本控制和变更管理 — 模型更新如何通知？能锁定特定版本吗？弃 用时间线？
维度 2：审计和日志能力 — 记录什么？保留多久？能导出日志吗？
维度 3：战略对齐和使命稳定性 — 主要客户是谁？做出了什么公开承诺？融资结构？
维度 4：数据治理 — 数据用于模型训练吗？数据驻留选项？账户终止时数据怎样？
维度 5：监管合规支持 — EU AI Act 合规框架？特定监管要求支持？
维度 6：退出策略 — 模型迁移路径？能导出 fine-tuning 工作吗？
模型所有权逃生阀
当你拥有模型权重时，大多数治理问题变得无关紧要。版本控制是你的。审计日志是你的。战略对齐是你组织的。
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