About

A source-analysis desk for people who read across the story.

Vistoa scores individual articles, clusters coverage by event, and shows the source-quality signals that usually stay hidden behind a generic feed ranking.

Operating frame

Built like an editorial tool, not a social feed.

Coverage comparison

Same-story clusters make it easier to see what changed across outlets, what got omitted, and where framing diverges.

Visible scoring

Lean, factuality, argumentative quality, and source usage are shown as analysis surfaces rather than hidden personalization weights.

Reader controls

Saved stories, private preferences, topic selection, API tools, and billing live in account surfaces the user can inspect.

What stays out

No engagement casino layered on top.

Vistoa is not adding public comments, social feeds, or algorithmic follow mechanics to push people into reactive loops. Existing saved, liked, followed, and tracked-story controls remain product utilities, not social distribution.