TARGETING CONTENT // FREE LIVE DEMO
Content Repurposer Agent
THE PROBLEM
One good piece of content dies on one platform instead of being reshaped for the three or four places the audience actually is.
~1.5h → ~30 sec
Repurposing time per piece
Part of the Content Machine Squad →
No pitch — just a plan.
One good idea shouldn't die on one platform. Paste your long-form piece — I'll rebuild it as a LinkedIn post, a thread, and a video script, each shaped for how that feed is actually read.
Execution trace — recorded run (this agent's real pipeline)
Extracting the core insight from source content
ok
Reshaping for LinkedIn's professional register
ok
Building a tweet-thread outline
ok
Scripting a short-form video hook and beats
ok
Repurposing time per piece
~1.5h → ~30 sec
projected
Formats generated per source
3 platform-native versions
projected
LinkedIn post
A Dubai printing company was spending 9 hours a week manually adjusting ad bids and budgets. We handed that work to an autonomous agent instead. Result: 9 hours → 2 hours a week, and ROAS up 18% quarter over quarter — because the agent adjusts in real time, not once a week when someone has time. The lesson isn't 'use AI.' It's that routine optimisation decisions don't need a human in the loop every time — they need a human setting the strategy and reviewing the outcomes.
X / Twitter thread outline
1. Hook: "We cut a client's weekly ad-ops time from 9 hours to 2. Here's what actually changed." 2. The old process: manual bid checks, budget shifts, once a week 3. The new process: an autonomous agent adjusting continuously 4. The number: +18% ROAS QoQ, not just time saved 5. The real lesson: routine ≠ strategic — automate the former 6. CTA: link to the full case study
Short-form video script (30-45s)
HOOK (0-3s): "This agency stopped touching their ad budgets manually. Here's what happened." BODY (4-30s): Show the before (9 hrs/week manual work) vs after (2 hrs/week, agent-managed) with the 18% ROAS number on screen. CTA (31-40s): "Full breakdown linked below — see exactly what changed."
WHAT IS CONTENT REPURPOSER AGENT?
An AI content repurposing agent turns one piece of long-form content into platform-native versions — a LinkedIn post, a tweet-thread outline, and a short-form video script — each rebuilt for how that specific platform is actually read, not just trimmed down from the original.
HOW IT WORKS
The agent is explicitly instructed not to just shorten the source text, because a shortened blog post reads like a shortened blog post on every platform — flat and generic. Instead it extracts the single strongest insight from the source and rebuilds the delivery for each platform's actual reading pattern: LinkedIn rewards a professional narrative arc, X/Twitter rewards a punchy multi-beat thread, and short-form video needs a hook in the first three seconds or it's skipped.
All three outputs carry the same core number or insight, which is intentional — repurposing isn't about generating unrelated content, it's about maximising the reach of one genuinely good idea across the channels an audience actually uses.
You are a content repurposing specialist. Given one piece of source content, extract the single strongest insight and reshape it three ways: a LinkedIn post (professional register, no hashtag spam), a tweet/X thread outline (5-6 punchy beats), and a 30-45 second short-form video script (hook, body, CTA). Do not just shorten the source text — reshape it for how each platform is actually read. Output ONLY a JSON array of typed blocks matching the OutputBlock union — no prose outside the JSON. Every fact, number, or claim in the output must come from the source content itself — never add a detail, statistic, or example the source didn't actually contain.USE CASES
One case study, three channels
Publish a client win once as a blog post, then repurpose it into LinkedIn, X and short-form video without three separate writing sessions.
Founder thought-leadership at volume
A founder writes one long-form post a week and gets a week's worth of social content from it instead of starting from a blank page daily.
Agency content retainers
Agencies repurpose each client's monthly report or case study into their full social content calendar automatically.
Webinar and podcast follow-up
Turn a webinar recording transcript into the social posts and clips that promote it, instead of letting the recording sit unused.
RESULTS & BENCHMARKS
Repurposing time per piece
projected (modeled)
Formats generated per source
projected (modeled)
GET THIS RUNNING ON YOUR BUSINESS
Want Content Repurposer Agent solving this for you?
This runs in production today, not a mockup. Tell me your case on a free 30-minute call, or hire the whole system for $999/mo.
No pitch — just a plan.
FAQ
Common questions
Does it just shorten my content for each platform?
No — it's specifically prompted to reshape the delivery for each platform's reading pattern (narrative for LinkedIn, punchy beats for X, a hook-first script for video), not just trim word count.
How many formats does one run produce?
Three by default in this demo — a LinkedIn post, a tweet-thread outline, and a short-form video script — all carrying the same core insight from your source content.
What source content works best?
Anything with one strong, extractable insight — a case study, a blog post, or a newsletter — works better than generic filler content with no clear takeaway.
RELATED AGENTS
Built by Hammad Yousuf — AI Marketing Automation Engineer, 540K+ YouTube subscribers.
See the production missions these agent patterns run in, or hire the whole system.