I create short-form content and grew my page to 50k doing the same manual workflow every week. Find a viral video in my niche, get the transcript somehow, paste it into ChatGPT, prompt it for a script, clean up the output, post it. Repeat. It worked but it was slow and the outputs were generic. ChatGPT had no idea whether the content I was feeding it had actually performed or not. It was just guessing based on the transcript alone. I wanted something that understood why content goes viral. Not just what was said, but whether it actually resonated with a real audience. So I built ClipTranscribe. The first version was just URL transcription for TikTok and YouTube. Useful but not differentiated. The thing that changed the product was adding real video metrics alongside the transcript. Views, likes, comments, shares, saves. Suddenly you could see the performance data and the script at the same time and start connecting the dots between what was said and how it performed. That led to ClipScore, a proprietary virality rating system that scores any short-form video out of 100 based on a weighted formula that prioritises save rate as the strongest virality signal. Then comment analysis. Then predicted virality scores on generated scripts. The product evolved from a simple transcription tool into something that tries to answer the question every creator is actually asking. Not “what did this video say” but “why did this video work and how do I make my own version of it.” Still building. Still learning. Would genuinely love feedback from anyone who creates short-form content or works with creators.

ClipTranscribe

TikTok script generator & Virality scoring

TikTok script generator & Virality scoring