Voice to LinkedIn posts

Text editors with AI suggestions, like Notion AI or Grammarly, help you write faster, but you still pick the topic and shape the post. Pure transcription tools like Otter or Tactiq capture what you said and leave you with a raw transcript that needs heavy editing before it works as content. Voice-first LinkedIn tools sit between those two: the conversation is structured so topics surface without effort, and the output is a finished draft rather than a transcript.

The other reason voice works on LinkedIn is that the platform rewards specific stories more than generic insight. Specificity is hard to invent at a keyboard and easy to recall in conversation. Saying "we hit a thousand customers last month and here's what broke first" out loud takes ten seconds. Writing the same thing as a polished post takes thirty minutes.

Edgar runs each session as a real interview. The agent asks one question, listens to your answer, picks the most interesting thread, follows up once, and moves on when the topic is exhausted. After ten or fifteen minutes you've covered two or three things worth posting about. There is no script and no topic list to prepare. If you want to skip a question, say so and the agent moves on cleanly.

Drafts are written against a voice profile built from your existing LinkedIn posts. The profile learns your sentence length, your typical openings, the words you use and avoid, and the rhythm of how you write. Every approved post sharpens the profile. The first week of drafts reads closer to generic AI than the tenth, because each session adds signal.

Three drafts per session, each tied to a moment from the conversation. You can edit any draft inline, send a refinement instruction via chat ("shorter", "open with the customer quote", "cut the second paragraph"), or rewrite from scratch. Approved drafts schedule across your week and publish to LinkedIn through your own account on the day you set. Edgar handles the upstream work; the publishing identity, the audience, and the analytics stay with you.