Word-of-mouth recommendations in 2026 are described as requiring infrastructure beyond a simple MP3 feed to be effective. Listeners prefer sharing specific moments or exchanges via clips in group chats rather than assigning "homework" by sending full episode links with timestamps. Effective clip generation allows a listener to highlight a transcript passage and share a video clip with audio and attribution, making the recording portable.