Use case · creators and agencies

Repurpose videos into posts

One video holds a blog post, a newsletter, a thread and a week of short posts. The bottleneck is getting the words out of the video. With a transcript API that step takes a second, so the whole pipeline can run on its own every time you publish.

The workflow

  1. Trigger: a new upload on your YouTube channel (/v1/videos on a schedule), a new podcast episode in your feed, or a link pasted in Slack.
  2. Transcript: /v1/transcript with format=text. Works for YouTube, TikTok, Reels and podcasts.
  3. Write: one LLM call per format, each with its own prompt and examples of your voice.
  4. Review and schedule: drafts go to Notion, Google Docs or your scheduler for a human pass.

Prompts that work

FormatPrompt idea
Blog post"Rewrite this transcript as a 1,200-word article with H2 sections. Keep the speaker's examples and numbers. Remove filler and repetition."
X / LinkedIn thread"Extract the 5 most surprising claims and write each as a standalone post under 280 characters, with the timestamp."
Newsletter"Summarize in 3 paragraphs for people who didn't watch, then list 3 takeaways and a link to the video."
Short clips"From the timestamped transcript, pick 3 segments of 30 to 60 seconds that work alone, with start and end times."
SubtitlesSkip the LLM: request format=srt and upload the file.

Why timestamps matter

Ask for the JSON format and every segment comes with its start time. The LLM can then point to the exact moment for a clip, a quote card or a "watch from here" link, and you can check any claim against the source in a click.

Build it in n8n

Schedule Trigger, Transkrio List Videos, Transkrio Get Transcript, then an OpenAI or Anthropic node per format and a Notion node for drafts. Details on the n8n page. Prefer chatting? Connect the MCP server to Claude and ask "turn this video into a LinkedIn post". To try one video by hand, use the free transcript tool.

Try it with 100 free credits No card needed. Failed requests are free and unused credits roll over.
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FAQ

Is it OK to repurpose someone else's video?

Repurpose your own content or your clients'. For other people's videos, quote and link to them rather than republishing their words as yours.

Which LLM should I use for the writing step?

Any current model from OpenAI, Anthropic or Google works. Give it the transcript plus two or three examples of posts in your voice.

Can I do it without code?

Yes, with the Transkrio n8n node or by asking Claude through the MCP server.