The AI tools I'm testing this month

What I'm using

Higgsfield with Seedance 2.5 is still where the RESILIENT video was made, and it remains my default for short cinematic pieces because video, sound, and pacing live in one place.

For character sheets and object references I stay with image generation and my own photos, because control over the reference matters more than the model name.

My one-session test

I give a new tool a single job: rebuild one shot I've already made. If it can't hold a consistent character across two attempts, I stop there — nothing else it does matters if the face drifts.

The second test is control — can I direct camera movement and timing in words, or am I just rolling dice? A tool that produces nice frames but ignores direction is a slot machine, not a tool.

Prompt habits that transfer

Write like a director: camera, timing, lighting, sound, pacing. Keep the structure the same across tools and only change the vocabulary each tool understands.

Change one variable per attempt. It's slower for one shot and much faster across a project, because you actually learn what each change does.

What I don't switch for

I don't switch tools for a nicer single frame. I switch when a tool changes what's repeatable — when it lets me direct instead of hope. Pretty outputs are common; controllable ones are rare.