WhatAn API/plugin that cross-references every attributed quote in a draft against real sources, flagging any quote that cannot be traced to an actual statement by that person.
SignalCommenters are outraged that a journalist put fabricated words in a real person's mouth and that no editorial check caught it — multiple people note that the co-byline author also failed to verify, suggesting the entire verification step is manual and broken across the industry.
Why NowLLMs confidently generate plausible-sounding but entirely fabricated quotes, and journalists are now routinely using AI tools in reporting — making automated verification a necessity rather than a nice-to-have.
MarketNewsrooms, fact-checking organizations, legal/compliance teams reviewing public statements. ~$2B content verification market. No incumbent specifically tackles quote attribution verification at scale.
MoatBuilding the canonical database of who-said-what by indexing transcripts, press conferences, interviews, and public records creates a compounding data asset that's extremely hard to replicate.
Ars Technica fires reporter after AI controversy involving fabricated quotesView discussion ↗ · Article ↗ · 606 pts · March 3, 2026
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