For a UPSC or State PCS aspirant, a single wrong fact, a misremembered article number, an outdated statistic, a hallucinated date, can cost a mark you cannot afford. So Ujiyari treats accuracy as the product, not an afterthought. Here is exactly how every edition is checked before it reaches you.
1. Primary sources only
Every news item is built from primary and authoritative sources, including The Hindu, Indian Express, LiveMint, PIB (Press Information Bureau), and PRS Legislative Research. If a claim cannot be traced to a credible primary source, it does not get published.
2. Every event date is web-verified
Large language models work from stale training data and will confidently state wrong dates. We never rely on memory for when something happened. Each event date is checked against the live web, and a rule in our system flags any event that is more than three days older than the edition date, so a two-month-old story can never quietly appear in today’s edition.
3. A multi-layer fact-check pipeline
Before any edition is committed, it passes through an automated fact-check that runs in layers:
- Rule checks, catching superseded laws (for example, IPC, CrPC and the Evidence Act replaced by the BNS, BNSS and BSA in 2024), stale office-holders, outdated statistics, and structural gaps.
- Web-search verification, where high-risk facts such as ministry affiliations, IUCN status, constitutional article numbers, scheme budgets, and international rankings are checked against current sources.
- Quiz validation, ensuring every question is answerable, correctly keyed, and tests a genuine syllabus concept.
4. Independent adversarial review
For major editions, facts are re-checked a second time by an independent pass that actively tries to refute each claim rather than confirm it. Only claims that survive scrutiny stay in.
5. Government of India’s official stand
On boundary and geopolitical matters, Ujiyari reflects the Government of India’s official position, the standard a UPSC answer is expected to take.
What the badge means
When you see Every fact web-verified against primary sources on an article, it has been through this pipeline. Verification is not a marketing line for us; it is the work.
Found an error?
We are rigorous, not infallible. If you spot a mistake, tell us and we will fix it fast, because your trust is the only thing that makes a free platform worth using. Reach us via the contact page or our Telegram channel.
