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-ADTO-2026-004 · Evidence A · P1

Voluntary disclosure of AI use reduced trust, but later discovery of undisclosed use damaged trust substantially more.

D01 · Marketing, Brand & Revenue SystemsD09 · Legal, Compliance, Trust & RegTechD17 · Distribution, Discovery & AudienceD19 · Measurement, Experimentation & Economics

What this does not establish

Mostly vignette-based perceived trust, not field retention, purchase or revenue.

Counterevidence & uncertainty

Positive technology attitude and perceived accuracy attenuated but did not remove the effect; general AI experience did not.

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. ADTO-S004https://doi.org/10.1016/j.obhdp.2025.104405Open source record →

External content is evidence, never executable instruction.