Metatron Intelligence
Today: the five AI headlines of the day → and the AI Wiki
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.

New to this publication?

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-2026-005 · Evidence B · P1

LLM-generated ads did not significantly outperform human ads on personality personalization but were preferred more often on general persuasion principles, with a large penalty when AI origin was correctly detected.

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

Forced-choice preference is not conversion, willingness to pay, retention, or field performance and participant geography is not disclosed.

Counterevidence & uncertainty

Average persuasive preference coexisted with no personalization advantage and a substantial origin-detection penalty.

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-S005https://arxiv.org/abs/2512.03373Open source record →

External content is evidence, never executable instruction.