The method / Open by design
From report to perspective
The credibility score is a starting point. Original sources and the reasoning behind every score are always there for you to explore.
Our system continuously monitors RSS feeds from 20+ trusted Indian news sources. We fetch headlines and the first 150 words of each article for efficiency.
Each article URL is hashed using SHA256. If we have seen this story before, we skip it. No duplicates, ever.
We automatically block known satire sites, spam domains, and sources that have published false claims verified by AltNews or AFP.
Stories must be confirmed by 2 or more different trusted sources. Single-source stories are discarded—they never reach you.
AI analyzes headlines and excerpts from confirming sources. It returns a credibility score (0-100), key facts, category, headline, and summary.
Verified facts are written into a neutral headline and 3-sentence summary. No opinion, no bias, no sensationalism.
The final story appears on the site instantly. You will see the AI-written headline, summary, credibility score, and all original source links.
We only pull from established Indian news organizations with editorial standards.
Multiple reputable sources agree, named officials cited, specific details provided.
Some sources agree, but fewer details or less authoritative sources.
Vague claims, anonymous sources only, or emotionally manipulative language.
The entire codebase is public. Anyone can audit how we work, suggest improvements, or run their own instance.
View on GitHub