Every stage of the pipeline is a file you can read.

Reads a site's pages and sitemap and writes COMPANY.md and TONE.md: positioning, audience, offers, vocabulary, and what already exists so nothing is duplicated.

Collects current facts, statistics, competitor coverage and open questions for a topic, with a source for every claim.

Turns a thought plus three answers (angle, audience, stance) into a title and an outline with internal links from the site's own pages.

Writes the full article from the plan and research, in the company's voice, with direct answers, sources and internal links.

Checks every claim in the draft against the research and the company's pages, removes what is unsupported, flags what is uncertain.

The prose pass that removes common AI writing habits and puts a human voice back in. Runs on every article.

Same editor, German rules: typography, compounds, Sie/du consistency, and the AI habits that show up in German.

Final gate: structure, links, length, duplicated topics, and a score. Fails the article if a hard rule is broken.

Short website copy in the brand voice: heading, subheading, and body as structured fields. We render the markdown. The model does not.

Asks an AI answer engine the buyer's question and records which brands it recommends, in what order, and whether the tracked brand appears.