从能力分级到生产落地：企业AI智驾方法、路径与标准

从能力分级到生产落地：方法、路径与标准 伯俊科技版本1.0 · 2026年7月 目录 序言当智能体越来越多，企业反而更需要一张路线图............................................................................................................5企业拥有越来越多智能体，却仍不知道自己走到了哪里.................................................................................................5从更多单点应用，走向一条清晰的能力路径......................................................................................................................5先从熟悉的汽车智能驾驶说起...............................................................................................................................................7从汽车智驾到企业AI L1-L5..................................................................................................................................................8本白皮书回答三个核心问题...................................................................................................................................................9第一章为什么需要“等级”而不是“又一个Agent”........................................................................................................111.1三个普遍错觉..................................................................................................................................................................111.2等级解决的不是命名问题.............................................................................................................................................111.3零售企业真正的战场在经营闭环................................................................................................................................121.4行业智驾五级常见映射：沿用台阶，校准证据........................................................................................................131.5本章结论..........................................................................................................................................................................13第二章企业AI路径规划方法论................................................................................................................................................152.1先回顾智驾五级，再进入企业AI评级标准.............................................................................................................152.2三条判断轴......................................................................................................................................................................162.3为什么API化是等级跃迁的物理前提.......................................................................................................................172.4企业现有能力如何承接五级路径................................................................................................................................182.5方法论的五个动作.........................................................................................................................................................18第三章RAL L1～L5全景展开....................................................................................................................................................193.0 L1～L5对照总表............................................................................................................................................................193.1 L1｜工具辅助（脱脚）.................................................................................................................................................203.2 L2｜数据协同（脱手）.................................................................................................................................................233.3 L3｜单域受控执行（脱眼）........................................................................................................................................263.4 L4｜多域自主（脱脑）.................................................................................................................................................293.5 L5｜经营原生（全域）.................................................................................................................................................323.6本章小结：丰富场景与严格定级必须同时成立........................................................................................................35 第四章从L2到L3：商业价值分水岭......................................................................................................................................364.1为什么L2不够，但又必须先有L2............................................................................................................................364.2八条分水岭判据..............................................................................................................................................................364.3 L3验收闭环：六步必须能现场演示...........................................................................................................................374.4决策包的最小字段.........................................................................................................................................................384.5 L3不等于RPA...............................................................................................................................................................394.6从L2走向L3的90天节奏....