The internet is drowning in confident nonsense — AI answers, viral claims, doctored stats, fake quotes. ValidityEngine checks any claim against the evidence and gives you a verdict you can actually trust: cited sources, a confidence score, and the reasoning. Never a black box.
Generative AI made fabrication instant and fluent. A made-up statistic, a misattributed quote, a confidently wrong AI answer — they all read as authoritative. The cost of producing falsehood collapsed; the cost of verifying it didn't. ValidityEngine closes that gap.
Chatbots hallucinate facts and citations with total confidence. People paste them straight into work, school, and decisions.
A false claim travels the globe before a correction laces its boots. Engagement rewards the lie, not the fact-check.
When everything could be fake, people stop believing anything — including what's true. That's the real cost.
A headline, a tweet, a paragraph from a chatbot, a statistic, a quote, a screenshot. If it makes a claim, ValidityEngine can check it.
It decomposes the claim, hunts down primary sources, weighs credibility, finds what agrees and what contradicts, and traces every statistic back to its origin.
True, false, misleading, or unverifiable — with a confidence score, the cited evidence on both sides, and the reasoning. You can audit every step.
Catch hallucinated facts, fake citations, and invented sources before they cost you.
Check headlines and social claims against primary reporting and the record.
Trace a number to its source and see whether it says what people claim it does.
Confirm who actually said it, in what context — or whether they ever did.
No "trust me." Each conclusion links to the primary sources behind it, for and against.
A real score tells you how strong the evidence is — and flags when something simply can't be verified.
See the reasoning and the steps. The engine shows its work so you can check the checker.
ValidityEngine is in active build. Get early access and help shape the AI truth layer for the internet.
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