Programmatic content quality system

The goal is not to flood search with generated text. The goal is to turn public claims into structured, attributable, linkable records.

Minimum public record

Every publishable result should preserve the source URL, publisher, title, date, claimed person or organisation, attribution strength, score, band, rationale, route target and review state.

Routing beats dropdowns

Submitters should paste a URL and get a result. The scoring worker and route detector decide whether the page belongs on the main Oracle, UK, layoffs or another future channel.

Quality gates

Malformed JSON, weak attribution, indirect quotes, low confidence or thin source extraction should not become clean public archive pages. They can be shown as reviewed or held back until the evidence is strong enough.

Search-safe posture

The pages should be useful as a public evidence index even if search traffic never arrives. That is the dividing line: each page needs a reason to exist beyond ranking.

Reference points

The public rationale is aligned with current search guidance: helpful source-backed pages, readable sitemaps, clear topical structure and no mass publishing purely to manipulate rankings.

Google Search: optimizing for generative AI features Chrome Lighthouse: agentic browsing scoring Chrome Lighthouse: llms.txt audit Chrome Lighthouse: registered WebMCP tools Google Search: AI-generated content guidance Google Search spam policies: scaled content abuse Google Search sitemap guidance Bing Webmaster: sitemaps and AI-powered search discovery