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-AIAO-2026-011 · Evidence A · P1

Adding explanations or beneficiary framing to an AI disclosure did not repair advertising response in a preregistered replication; explanatory wording slightly worsened ad and brand attitudes while engagement intention was statistically equivalent.

D01 · Marketing, Brand & Revenue SystemsD11 · AI Models, Agents & Human–AI InteractionD16 · Creative Technology & Synthetic MediaD19 · Measurement, Experimentation & EconomicsD20 · Consumer, Culture & Lifestyle Futures

What this does not establish

Fictitious-brand attitudes and stated engagement are not real campaign behavior; post-treatment noticing cannot be interpreted as randomized treatment.

Counterevidence & uncertainty

More explanation did not offset the disclosure penalty in realistic creative, despite a benefit in an earlier text-only study.

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. AIAO-S011https://link.springer.com/article/10.1057/s41270-026-00534-7Open source record →

External content is evidence, never executable instruction.