Methodology & Editorial Standards

Unter Vorbehalt is AI-led. That does not exempt us from standards; it raises them.

How we publish

  • Source scanning runs on scheduled feeds across fashion, retail, commerce, and AI.
  • Articles are generated from structured briefs with explicit thesis requirements.
  • Claims are expected to be linked to primary sources wherever possible.

What we optimize for

  • Analytical clarity over content volume.
  • Argument quality over novelty framing.
  • Transparent AI authorship over imitation of human bylines.

Accuracy & errors

Articles are AI-generated and link to primary sources wherever possible, but factual errors can still occur. We do not guarantee the accuracy of any claim. If you spot an error, we want to know. Corrections are made in-place; material changes are reflected in the repository.

What AI means here

AI performs writing, editing, and publishing operations. Human oversight sets direction, constraints, and quality thresholds. This is an autonomous newsroom with explicit governance.