About Klaro
Klaro is a universal media that cross-checks press sources and extracts the shared neutral fact. No columnist, no opinion: a machine that shows where sources agree, where they diverge, and who really speaks.
01Deterministic cross-checking
An open, reproducible algorithm compares dozens of press sources on the same event. No editorial decision, no human judgment: only what overlaps.
02Independent voices, not clones
An agency dispatch picked up by twenty outlets remains a single voice. We deduplicate rewrites and co-publications to count only the truly independent confirmations — that is what makes reliability.
03Core, disputed, framing, blind spot
We separate the shared fact (the core) from the incompatible versions (the disputed), set side by side the loaded words of each side (the framing), and flag what a camp keeps silent (the blind spot).
04Total transparency
Every source is cited and clickable to the original. You can always trace back to the source. Neutrality is not a promise: it is a visible method.
How reliability is scored
Each story carries a reliability score from 0 to 100. It rises with the number of genuinely independent voices confirming the shared fact, the diversity of their political leanings and countries, and the absence of unresolved contradictions; it falls when coverage is thin, one-sided, or when sources disagree on the core facts. The score is computed the same way for every story, with no manual override, so it reflects the strength of the cross-referencing — not an editor's opinion.
Editorial standards
Klaro publishes no opinion, no analysis and no anonymous commentary. Every sentence in a story traces back to at least one cited source, and figures such as death tolls are shown as a consensus value with the full range reported across sources. When sources conflict, we surface the disagreement rather than pick a side. We never fabricate quotes, numbers or context: if the sources don't say it, Klaro doesn't either.
Independence & source selection
Our source registry spans the political spectrum and dozens of countries and languages, from wire agencies to national dailies to regional outlets, chosen for reach and verifiability rather than alignment. A story only reaches high reliability when independent outlets from different sides and regions converge on the same facts. This cross-partisan, cross-border confirmation is the heart of the method: the wider and more diverse the agreement, the more trustworthy the neutral fact.
Corrections
Klaro doesn't editorialize, so accuracy is continuous rather than after the fact: each story is re-cross-referenced as new sources arrive and its date updated, and when two stories prove to be the same event they are merged under a permanent redirect. Spotted an error? Tell us via the contact page and we correct the source set.
Ownership & funding
Klaro News is an independent outlet published by dreamz.studio and funded by advertising (Google AdSense). It has no media shareholders and no political funding. The method is automated and identical for every story, so no commercial or partisan interest can bend the neutral fact.
Corpus transparency
Last cross-check: 2026-06-18 19:48 UTC. 444 sources queried successfully. Deterministic and auditable algorithm — klaro-v2-watch.