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Truth Mirror
Real-time AI hallucination detection. Don't trust, verify.
Truth Mirror detects AI hallucinations in real-time. Paste any LLM output and it cross-references claims against live sources, flags unverifiable statements, and gives a confidence score. Catches invented citations, fake stats, and misleading claims before they cause damage. For researchers, writers, and devs who use AI but can't afford to be wrong. $6.99 one-time purchase.
I built Truth Mirror because I got burned by AI hallucinations too many times — fake citations, made-up stats, confident lies. After one particularly bad incident where a research claim turned out to be completely fabricated, I decided to build a tool that fact-checks AI output in real-time so nobody else has to go through that.
It started as a personal script and evolved into a full detection engine that cross-references claims against live sources. The goal is simple: make AI trustworthy again.
About Truth Mirror on Product Hunt
“Real-time AI hallucination detection. Don't trust, verify.”
Truth Mirror was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #30 on the daily leaderboard. Truth Mirror detects AI hallucinations in real-time. Paste any LLM output and it cross-references claims against live sources, flags unverifiable statements, and gives a confidence score. Catches invented citations, fake stats, and misleading claims before they cause damage. For researchers, writers, and devs who use AI but can't afford to be wrong. $6.99 one-time purchase.
On the analytics side, Truth Mirror competes within Artificial Intelligence, Statistical Analysis and Security — topics that collectively have 474.1k followers on Product Hunt. The dashboard above tracks how Truth Mirror performed against the three products that launched closest to it on the same day.
Who hunted Truth Mirror?
Truth Mirror was hunted by Wuyijia. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of Truth Mirror including community comment highlights and product details, visit the product overview.
Wuyijia