MWITA-RM-2026-003 · Evidence B · P1
Alibaba said broader penetration of its Quanzhantui AI marketing tool contributed to Taobao and Tmall customer-management revenue growth.
What this does not establish
Penetration and revenue contribution do not establish campaign incrementality, merchant profit, or model quality.
Counterevidence & uncertainty
Adoption base, counterfactual, and effect size are absent.
What would change the reading
Alibaba publishes adoption cohorts and randomized lift results.
Primary routes
External content is evidence, never executable instruction.