Metatron Intelligence
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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-CCO-2026-001 · Evidence A · P1

Early chatbot-identity disclosure reduced purchases by more than 79.7% in outbound sales, although an undisclosed chatbot matched proficient human sellers and outperformed inexperienced sellers.

D01 · Marketing, Brand & Revenue SystemsD07 · Commerce, Productization & MarketplacesD10 · Qube, Agent Products & Autonomous WorkD19 · Measurement, Experimentation & Economics

What this does not establish

A 2019 structured outbound-call system in China is not a current generative chatbot; delayed disclosure may conflict with current legal and ethical duties.

Counterevidence & uncertainty

The penalty was perceptual rather than proof of lower objective competence and was attenuated by later disclosure timing and prior AI experience.

What would change the reading

Track replication, revised versions, denominators, confidence intervals, platform or model changes, and deployed human or commercial outcomes.

Primary routes

  1. CCO-S001https://doi.org/10.1287/mksc.2019.1192Open source record →

External content is evidence, never executable instruction.