Editorial Policy & Credibility Scoring

VantageFeed rates every article it aggregates on a 0–100 credibility scale. This page explains exactly how that score works, in plain language — the same methodology is documented in full technical detail in our public engineering docs.

Does VantageFeed write its own news?

No. VantageFeed aggregates reporting from outlets across Africa. We generate a summary and a credibility score for each article, but every article links back to the original publisher — we don't republish or rewrite the underlying reporting.

How does VantageFeed calculate an article’s credibility score?

Every article gets a 0–100 score from a five-factor weighted formula: source reputation (30%), cross-source corroboration (25%), AI headline analysis (25%), recency (15%), and content completeness (5%). The score is calculated once, right after an article is ingested, and stored permanently alongside the full breakdown.

What is "source reputation" and how is it set?

Each news source has a 1–5 star factuality rating, set manually by VantageFeed's editors — not by an algorithm. This is the heaviest-weighted factor (30%) because a consistently unreliable source affects everything it publishes. Sources without a rating yet default to a neutral middle score.

What is "cross-source corroboration"?

VantageFeed checks how many other outlets are reporting a similar story within a few hours of publication. A story only one outlet is running scores lower on this factor; a story multiple independent outlets are covering scores higher — broad, independent coverage is a real signal of accuracy.

What does the AI headline analysis check for?

An AI model (Groq's Llama 3.3) reads the headline and summary and scores it for clickbait phrasing, sensationalism, and factual language. A headline making unsupported claims or using inflammatory language scores lower on this factor, independent of the outlet's overall reputation.

What do the credibility labels mean?

Verified (80–100): high confidence. Likely (60–79): probably accurate. Unverified (40–59): uncertain, treat with caution. Flagged (0–39): low confidence, verify independently before trusting.

Can a source’s rating change?

Yes — factuality star ratings are reviewed and updated by VantageFeed's editors as a source's track record evolves. Article scores themselves are calculated once and not retroactively changed, so a source's later rating change affects new articles going forward.

What is Bet Corner, and does it get a credibility score?

Bet Corner (VantageFeed's football predictions and pundit analysis) is original content, not aggregated news — it isn't scored by the same credibility algorithm, which is built for evaluating third-party news reporting.

Questions about a specific rating, or think we got something wrong? Contact us. See also About VantageFeed and our sources directory.