vidfora

Most YouTube research tools rank videos by views. That sounds useful until you realize views are a terrible comparison across channels.

A video with 1 million views from a 10-million-subscriber channel may be completely ordinary. The same 1 million views from a channel with 50,000 subscribers is the video you should be paying attention to.

vidfora is built around that difference.

Instead of asking, “What got the most views?” vidfora asks, “What performed unusually well for this channel?”

Every video is compared with the channel’s own typical performance. That makes it possible to find the real anomalies: the topics that suddenly worked, the title formats that beat the norm, and the thumbnails attached to videos that had no business doing as well as they did.

Search across channels in your niche and find those breakouts. Drop in a channel and see which videos actually moved the needle relative to its baseline. Compare niches to see where smaller channels are repeatedly punching above their weight.

Once you find something worth making, vidfora helps with the packaging too: thumbnail concepts, title generation and analysis, YouTube title-length checks, and a research assistant that can answer questions using the breakout videos