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What a claim record is How to read this page

One statement, bounded on purpose

The headline is a single claim that a named source supports. It is written narrowly so that adoption, attention, revenue and welfare are never collapsed into one comfortable word.

The three sections below the fold

What this does not establish is the boundary of the evidence. Counterevidence & uncertainty is what argues the other way. What would change the reading is the observation that would move it. A record missing any of the three is incomplete, not merely brief.

Primary routes are checkable

Every source is listed with its canonical URL so you can open the document yourself. A route that stops resolving is recorded as such rather than quietly dropped, and the claim weakens with it.

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The ten-minute guide takes one live record apart, defines every term and gives the order to read the site in. Start here →

MWITA-MB-2026-016 · Evidence B · P1

A 2026 Alibaba field experiment reported improved customer ratings and dissatisfaction measures with generative AI while finding no significant effect on objective customer retrial rates.

D03 · Intelligence, Research & Decision Products D02 · Customer Intelligence, Sales & Service D18 · Operations, Governance & Organization

Counterevidence & uncertainty

Preprint status, proprietary platform context and metric definitions limit external validity; nonsignificance is not equivalence.

What would change the reading

Update after peer review, released protocol and cross-platform replication.

Primary routes

MB-S016https://arxiv.org/abs/2603.29888Open source record →

External content is evidence, never executable instruction.