Turn a long transcript into a structured summary
A raw transcript and something someone would actually read are separated by structure, not length alone.
- Use it for
- Anyone with a long call, interview, or recording transcript who needs it turned into something scannable.
A long transcript — a call, an interview, a recorded session — is rarely something anyone reads in full a second time, but the useful content inside it (what was actually discussed, what was decided, what needs following up) is buried in filler, tangents, and the natural messiness of unscripted speech. This prompt extracts a structured summary organized around what actually matters, not a chronological retelling of everything said.
When not to use this
If the transcript is short enough to skim directly, or you need the exact wording preserved for a record, this isn't the right tool — it's for a genuinely long transcript you want condensed into something usable.
Fill in
Here's the transcript: {{transcript}}
Turn this into a structured summary: the core topics actually
discussed, a bulleted list of anything decided or agreed on, and any
open questions or follow-ups that came up. Skip filler and tangents —
organize around what matters, not the order it was said in.Why it works
Organizing around topics, decisions, and open questions — rather than following the transcript's chronological order — is what makes the summary genuinely scannable; unscripted conversation naturally jumps around and revisits topics, so a faithful chronological summary inherits the same disorganization the transcript had.
Common mistakes
- ×Summarizing in chronological order instead of organizing around actual topics and decisions.
- ×Including filler and tangents because they were technically said, diluting what actually matters.
Follow-ups
- Expand just this one topic from the summary with more detail: {{topic}}.
- Turn the open questions into a list I can send as follow-up items.
Did this work?
Someone who wasn't on the call could read the summary and know the real topics covered and what was decided, without needing the full transcript.
Tested on claude-opus-5. Evidence status is draft; it moves to battle-tested only on recorded runs, never by hand.