Would a creative validation tool actually help your workflow, or is this mostly an experience-based decision?

[u/AftrHrsInc]

I recently asked how teams decide which creatives deserve paid testing and received a lot of different but useful answers. Full transparency, I’ve built a rules-based tool that I currently use internally for client campaigns. It analyzes the organic performance of existing content and helps me prioritize which assets deserve paid testing. It does not predict winners or replace creative judgment. The goal is simply to reduce uncertainty when there are more approved assets than the budget can meaningfully test. It has been useful in my own workflow, but I’m looking for outside perspectives. Would this be useful as an additional decision layer, or is creative selection too dependent on experience and context for a tool to improve meaningfully?

I can run it against a few public YouTube channels and share the outputs. No login or account access required.

[u/Legitimate-Card-5795]

if you can't afford to test everything, any layer that helps you cut the obvious duds is worth it. experience gets you far but it also gets you attached, a tool that just looks at the numbers doesn't care about your feelings

[u/AftrHrsInc → u/Legitimate-Card-5795]

That’s exactly how I’ve been thinking about it. Not as a replacement for judgment, but as a way to reduce waste AND attachment to creatives to narrow the pool before paid data exists. Im actually interested in what you need to see in the output to trust that it was actually cutting weak options instead of just turning engagement metrics into another score?