How Moneda maintains a buying decision

Moneda publishes decision pages, not roundups. The public compare is a compiled view: candidates, criteria, evidence, verdict, and when to choose the loser instead.

Under the hood we treat each live call as something that must be maintained:

1. Sources change (pricing pages, product docs).
2. Claims are the only path for mutable decision-driving facts — never invented from raw HTML churn.
3. Affected decisions are identified by source fanout on a small Golden set first.
4. A frozen decision graph recomputes the recommendation deterministically.
5. Materiality decides whether a human must approve before anything that looks like a winner change ships.

That loop is the product. The article-shaped page is presentation.

We are deliberately not optimizing for “more posts.” We are optimizing for trustworthy calls that stay true when vendors move. Methodology and reviewer identity stay attached on every decision — see how we evaluate and Signal.

If you want a recommendation rather than this notebook, start at Find or Compare. For more on our approach to an agentic media company, read building Moneda as an agentic media company.