Multi-source: turn any content into a scored LinkedIn post
LinkPost's multi-source repurposing turns a YouTube video, a podcast, an article, a PDF, an image or a voice note into a LinkedIn post. LinkPost transcribes or ingests your source, then generates 25 variants scored on 300+ factors and written in your voice via 27 style factors. One long-form piece becomes several posts, no blank page.
TL;DR
- 1You start from content you already produced (YouTube video, podcast, article, PDF, image, voice note or a raw thought) instead of a blank page.
- 2LinkPost transcribes or ingests the source, then generates 25 variants scored on 300+ factors, including 27 personalized to your voice.
- 3One long-form piece equals several posts: you keep a publishing cadence by repurposing your material instead of inventing new material every day.
- 4It's not a plain summary: each variant is scored by the virality algorithm calibrated on 1M+ analyzed LinkedIn posts.
- 5You stay in control: you review and tweak the chosen variant before scheduling or publishing it.
How multi-source repurposing works
You drop in a source: a YouTube video link, a podcast episode, an article URL, a PDF, an image, a voice note or a thought jotted on the fly. LinkPost transcribes or ingests it, pulls out the strong ideas, then generates 25 variants built on different angles. You never start from scratch.
Each variant then runs through the virality prediction algorithm, which scores it before publishing. You see which version of the same content matches the most winning patterns, tweak it, and publish the one with the best potential. One hour of podcast can feed a week of posts.
Video, podcast, PDF, voice: anything goes in
LinkPost accepts a YouTube video, a podcast, an article, a PDF, an image, a voice note or a raw thought. Video and audio get transcribed, PDFs and articles get read, images get analyzed. Whatever the input format, the output is a calibrated LinkedIn post.
Scored, not just summarized
A classic summary returns one flat block of text. LinkPost goes further: it generates 25 angles rated by a virality score (33 criteria, 300+ factors), so you publish the version with the statistically best shot, not the first one that comes out.
Repurposed in your voice
LinkPost learns 27 style factors from your posts (rhythm, vocabulary, preferred formats) so the repurposed content sounds like you, not like an assistant paraphrasing. Your podcast becomes a post that sounds like you.
One long-form piece, several posts
The real bottleneck of a publishing cadence isn't the writing: it's the raw material. You've already produced hours of content (videos, episodes, articles) sitting idle. Multi-source repurposing lets you pull several posts from each source, each on a different angle, instead of hunting for a new idea every morning.
In practice, a 15-minute YouTube video can yield five to ten post angles: a story, a sharp opinion, a list of lessons, a striking statistic, an open question. You repurpose your best material instead of inventing bland new content.
What repurposing won't do for you
Let's be honest: no tool turns a source into a perfect post without a review. LinkPost gives you a huge head start (transcription, angles, scoring), but you're the one who validates. You read the chosen variant, cut what sounds off, add your lived detail.
The goal isn't to publish on autopilot, it's to kill the blank page and lean on data. Repurposing gets you close to the final post; the judgment stays yours.
Repurposing inside the full LinkPost flow
Repurposing is just one step. Once you've picked a variant, you can schedule it in the calendar, publish it through the official LinkedIn API, then measure its result in analytics. The full loop is repurpose, score, publish, measure.
There's no free trial of the full product: the Post Analyzer is the free tool to test the scoring logic, and LinkPost is the next step when you want to repurpose your material and run things over time.
Scored repurposing vs manual summary
| Criterion | Manual summary | LinkPost |
|---|---|---|
| Accepted sources | Pasted text | Video, podcast, PDF, image, voice |
| Outputs per source | 1 summary | 25 variants on different angles |
| Selection | By instinct | Virality score per variant |
| Voice | Neutral paraphrase | 27 factors learned from your style |
| Training base | None | 1M+ LinkedIn posts analyzed |
You've already produced hours of content. Multi-source repurposing pulls several scored posts out of it, instead of leaving you in front of a blank page every morning.
LinkPost methodology, based on 1 million analyzed LinkedIn posts
Source: Engineering the next generation of LinkedIn's Feed (LinkedIn Engineering)
Frequently asked questions
- How do I turn a YouTube video into a LinkedIn post?
- You paste the video link into LinkPost. It transcribes the video, extracts the strong ideas, then generates 25 post variants scored on 300+ factors. You pick the angle you like, tweak it in your voice, and publish. One video yields several posts.
- Can I repurpose a podcast into a LinkedIn post?
- Yes. LinkPost transcribes the episode and pulls several post angles from it (story, opinion, list of lessons). One hour of podcast can feed a week of LinkedIn content, without re-listening or summarizing it yourself.
- Which sources does LinkPost accept?
- A YouTube video, a podcast, an article, a PDF, an image, a voice note or a raw thought. Video and audio get transcribed, PDFs and articles get read, images get analyzed: the output is always a scored LinkedIn post.
- Can I create a LinkedIn post from a PDF?
- Yes. You drop in the PDF (study, slide deck, report) and LinkPost extracts the key ideas to generate scored post variants. You turn a dense document into readable LinkedIn content, without rewriting everything.
- Is this just an automatic summary?
- No. A summary returns one flat block of text. LinkPost generates 25 variants on different angles, each rated by a virality score calibrated on 1M+ analyzed LinkedIn posts. You publish the version most likely to land.
- Is the repurposed content in my voice or generic?
- In your voice. LinkPost learns 27 style factors from your posts (rhythm, vocabulary, formats) to calibrate repurposing. The post pulled from your video sounds like you, not like a neutral paraphrase.
- Do I still need to review before publishing?
- Yes, and that's intentional. LinkPost gives you a head start (transcription, angles, scoring), but you validate the final variant: you cut what sounds off, add your lived detail. Repurposing gets you close to the post, the judgment stays yours.
About LinkPost
LinkPost is a content tool for LinkedIn, co-founded by Yannis Haismann and Matteo Kocken, two engineers. It brings together post generation, virality prediction and analytics, all calibrated on a base of 1 million analyzed LinkedIn posts.
This feature is part of the full product: it works hand in hand with generating 25 scored variants per topic, the 33-criteria, 300+ factor virality prediction, and your own analytics. The goal is never to publish blind, but to decide with data.
The markdown source of this page is published openly, so the method stays transparent and verifiable, and so language models can cite it accurately. The numbers cited come from first-party measurement, the limits are stated honestly, and every claim links back to a source you can check. There is no free trial of the full product: the Post Analyzer is the free tool, and LinkPost is the next step.
Keep going with LinkPost
Drop in a video, a podcast or a PDF, get 25 scored variants back, and publish the one that sounds most like you.
Repurpose my first content