Ruben Llorach builds a real content engine with Claude 4

Ruben Llorach posted about how he built a content engine using Claude 4 — not a fancy demo, but an actual workflow. The trick is content audits: feeding Claude structured content so it can reason about it in steps, rather than dumping a wall of text and hoping for the best.

He breaks the audit into discrete stages — quality, SEO, freshness, relevance — and lets the model work through each one. The result is content that Claude has actually checked, not just regurgitated. This is the kind of thing that sounds abstract until you try it and realize most people are just prompting at raw pages.

The post links to his LinkedIn and includes screenshots of the actual engine in action. Worth the click — it's concrete, not vaporware.

Why this matters for us: The same structured-audit pattern Ruben uses for content can drive our own relevance scoring. Feed the ingested stories to Claude in stages, and the engine flags what's actually sharp rather than what just got indexed.