Has anyone here experimented with automated content recognition for video platforms like YouTube, TikTok, or Instagram? I’ve been exploring how this tech helps identify visuals, music, or brand mentions in large video libraries, and it’s pretty impressive. But I’m curious—how reliable is it in real-world scenarios? I'm not talking about automated content writing or full content automation workflows here, but specifically recognition systems that support smarter tagging, compliance, and copyright detection. I’ve tested a few content automation tools that integrate with metadata tagging systems, but the results have been hit or miss. Some say pairing it with the right content automation software improves performance. If anyone’s using this tech for content marketing automation or digital asset management, I’d love to hear your experience—what’s worked, what hasn’t, and whether it’s worth scaling. Let's share tools, tips, or any red flags others should know before diving in.
top of page


Website Created by fabr with logo by Logined Guest and inspired by Requiem and Psych News. Support Friday Night Funkin' on Newgrounds and Itch.io All characters and original Friday Night Funkin' game material belong to The Funkin Crew


bottom of page