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-CCO-2026-003 · Evidence A · P1

Human sellers attracted more initial interest, whereas automated sellers obtained contact information more readily, showing that the preferred agent type reversed across consecutive funnel stages.

D01 · Marketing, Brand & Revenue SystemsD03 · Intelligence, Research & Decision ProductsD07 · Commerce, Productization & MarketplacesD19 · Measurement, Experimentation & Economics

What this does not establish

Early B2B email-funnel decisions are not final sales, retention or conversational-chat performance; results depend on stage and sales context.

Counterevidence & uncertainty

A human-agent advantage at one step became an automated-agent advantage at the next, invalidating a single funnel-wide ranking.

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-S003https://doi.org/10.1287/isre.2022.1171Open source record →

External content is evidence, never executable instruction.