AI output QA for publishers
AI output QA for publishers
Publishing is the one place where being wrong is public, dated and permanent. The controls that matter are sourcing, provenance and a correction path that is faster than the reader.
At risk
Provenance stripped by an export, leaving an image with no origin
At risk
Statistics formatted correctly and invented entirely
At risk
Corrections that arrive after the piece has been syndicated
Somebody has to be accountable for the result.
Provenance dies in the export path
Resizing, cropping and re-encoding are each an opportunity to strip metadata, and most tools do it by default. The result renders perfectly and can no longer answer where it came from.
The fix is procedural rather than technical: keep the original, export from a copy, and record the generator in the story record where no export can reach it.
Claims are the recurring defect
Generated copy produces specific, plausible, unsourced numbers more reliably than it produces good prose. A one-pass audit of every figure, before publication, costs minutes and prevents the correction nobody wants to write.
Start free
The first pass costs nothing and uploads nothing.
Run one of your own deliverables before deciding whether the gate belongs in your process.