How OutOfToken works

We monitor RSS feeds from a fixed list of established technology publications — outlets like The Verge, Ars Technica, TechCrunch, Wired, and specialist trade press across AI, security, hardware, and policy. We do not scrape or republish full articles; we work from headlines and publisher-provided summaries.

Every article on OutOfToken links back to its original source. If reporting synthesized here informed your understanding of a story, the outlet that originally reported it did the work — we verify, contextualize, and rewrite it.

Each story goes through four automated steps before publication:

1. Verification — an AI model assesses source credibility and claim plausibility, and researches the story against current web sources before writing begins.
2. Writing — a second AI pass synthesizes the verified research into an original 650–800 word article. It is explicitly instructed to write new prose, not paraphrase or copy the source.
3. Bias & claim analysis — a third pass fingerprints the article's own slant (corporate-friendly, skeptical, hype-driven, etc.) and extracts its specific factual claims, marking each as verified, unverified, or disputed.
4. Scheduling — finished articles sit for a short delay before going live, so a human can catch anything that looks wrong.

Every article carries a Trust Score, an AI Verdict, a Bias Fingerprint, and a Claim Tracker — visible on the article page, not hidden in fine print. This is the actual point of OutOfToken: not to hide that the writing is AI-generated, but to make the confidence level of every claim visible alongside it. Track record by source is public too, on the Source Credibility page.

AI synthesis makes mistakes: it can misread nuance, over-generalize a claim, or miss context a human reporter would have caught. That's exactly what the verification and claim-tracking panels are for — flagging our own uncertainty rather than presenting every sentence with equal confidence. If something looks wrong, the original source is always linked at the top of the article.

Reach us at hello@outoftoken.com. See also our Privacy Policy and Terms of Service.