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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-CR-2026-0002 · Evidence A · P0

Ein GenAI-Assistent erhöhte in einem Feldexperiment mit 5.179 Support-Mitarbeitenden die gelösten Fälle pro Stunde im Mittel um 14 %, bei Novizen und niedriger Qualifizierten um 34 %, mit geringer Wirkung bei erfahrenen Topkräften.

Counterevidence & uncertainty

Ein spezifischer Supportkontext; Durchschnitt verdeckt Heterogenität und misst nicht automatisch Langzeitlernen, Churn oder Vollkosten.

What would change the reading

Ein gestuftes Metatron-Pilotdesign zeigt nach Qualitäts-, Rework- und Wiederkontakt-Korrektur keinen positiven inkrementellen Beitrag oder erhöht Policy-Verstöße.

Primary routes

  1. NBER w31161: Generative AI at Workhttps://www.nber.org/papers/w31161Open source record →

External content is evidence, never executable instruction.