Prompt Surgeon

Stop guessing which AI music generation is best.

Compare generations side by side, snapshot versions, and change one variable at a time instead of gambling on a full reroll.

Active Development
Prompt Surgeon Workstation
Producer intelligence for AI music prompts.

Where this actually stands

Prompt Surgeon is in active development and isn't deployed publicly yet — this page describes what's being built, not something you can open right now.

There's no waitlist or signup here either. When it's live, this page will link straight to it.

What it's built to do

Snapshot system

Save a version of a prompt before you change it, so you can always get back to what worked.

Compare engine

Put two generations side by side and see exactly what changed between them.

Timeline

A history of your session, not just your latest attempt — track how a track actually evolved.

Vocabulary Bridge

Translate the language in your head into prompt language that actually produces it.

Outcome ratings

Rate what you generate and build a record of what actually worked for you over time.

Session export/import

Take a session with you — nothing locked to one browser tab or one sitting.

Want to see what's already live? Explore the other apps →

Back to MudmanTim's Apps