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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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MWITA-MO-2026-002 · Evidence A · P1

A randomized field experiment in meal-delivery support found that generative-AI assistance shortened response time and improved customer sentiment, especially for less-experienced agents, while rapid AI-assisted replies after a failed bot handoff could reduce sentiment.

D03 · Intelligence, Research & Decision ProductsD10 · Qube, Agent Products & Autonomous WorkD19 · Measurement, Experimentation & Economics

What this does not establish

The result is context- and workflow-dependent; it does not show that automation without agents improves support, and failed handoffs can reverse the sentiment effect.

What would change the reading

Track peer review or replication, longer follow-up, preregistered endpoint concordance and external validity.

Primary routes

  1. MO-S002https://pubsonline.informs.org/doi/abs/10.1287/mnsc.2022.03920Open source record →

External content is evidence, never executable instruction.