Helper AI

I've been teaching repurposing on this account for months, so eventually I built a tool for it myself: AI Sidekick. Still finding real bugs by using it daily instead of just writing about it. Link's in my bio if you want to try the free tier.

274 YouTube channels tracked by AIR Media-Tech saw Shorts RPM jump from $10 to $23 — built almost entirely on repurposing strongest moments from long-form into vertical clips, not filming anything new. Still clipping your own videos by hand, or pulling highlights systematically?

Same stat, same blog post, repurposed into 3 formats. TikTok stated it as flat fact. Reddit implied a study that doesn't exist. YouTube hedged it right ("research shows... this suggests"). Same input, three confidence levels. The format changed how sure it sounded.

Short-form video is the highest-ROI format marketers reported in HubSpot's 2026 survey, with 48.6% ranking it above every other format. If your repurposing pipeline stops at a blog post and a tweet, you're skipping the format most of your audience actually rewards.

Socialinsider's analysis of 1.3M LinkedIn posts puts native document posts (PDF carousels) at a 7.00% engagement rate, ahead of multi-image at 6.45% and video at 6.00%. If your repurposing pipeline turns every blog post into a LinkedIn video, you're skipping its top format.

Found a bug in our own product: the Instagram output puts the caption and the AI-image prompt in one text block, no divider. Someone in a rush could copy both into a caption. The fix is a label. Nobody had checked it from a "what if they're rushing" angle.

No platform in 2026 actually penalizes an AI label on a post. What gets buried is unoriginal, templated output — the AI tag is just where people's trust drops first. Ever unfollowed someone the moment a post felt like a template?

Tested the same repurposing prompt on identical input 3 times. Twice it kept every hedge intact. Once it silently dropped one and stated a disputed term as flat fact. Same prompt, same source — different output. One clean test run proves nothing.

HubSpot's 2026 marketing report puts it bluntly: one long YouTube video becomes 3 Reels, 5 captions, and a carousel. That's not a side hustle for your content, that's the actual distribution plan now. What's the last piece you only posted once?

Pinterest tracks the same image + URL combo and lets distribution decay each repost — new text barely helps. A Pin only resets to full reach with a genuinely new image. Reuse a blog graphic as-is and repurposing there does nothing. What's your fresh-Pin workaround?

Buffer's 2026 report (52M+ posts): median engagement runs ~6.2% on LinkedIn, ~5.5% on Instagram, ~4.6% on TikTok, ~4.0% on Pinterest, ~3.6% on Threads, ~2.5% on X. A 3% post on X is strong. On LinkedIn it's a flop. Which number surprised you?

Ran our own repurposer on its own blog post about repurposing. It flipped the argument: source said "editing adds substance," output said "editing reduces AI-detection risk." Same words, opposite point. Compression drops nuance before you notice it's gone.

Naive AI repurposing strips the one specific detail that made the original worth reading. a real number, a real example, a real opinion and keeps only the shape. That's the actual tell, not sounds like AI. What detail do you always keep when you reshape a post?